{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "\n",
    "import tensorflow\n",
    "from tensorflow.python.keras.engine import training\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import backend as K\n",
    "from tensorflow.keras.layers import Convolution2D, Add, Activation, PReLU, Dense, Input\n",
    "\n",
    "from deepface.commons import functions\n",
    "from deepface.commons import distance as dst\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load SphereFace model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = cv2.dnn.readNetFromCaffe(\"sphereface_deploy.prototxt\", \"sphereface_model.caffemodel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "conv1_1.weight (3, 3, 3, 64)\n",
      "conv1_1.bias (64,)\n",
      "relu1_1.weight (1, 1, 64)\n",
      "conv1_2.weight (3, 3, 64, 64)\n",
      "conv1_2.bias (64,)\n",
      "relu1_2.weight (1, 1, 64)\n",
      "conv1_3.weight (3, 3, 64, 64)\n",
      "conv1_3.bias (64,)\n",
      "relu1_3.weight (1, 1, 64)\n",
      "conv2_1.weight (3, 3, 64, 128)\n",
      "conv2_1.bias (128,)\n",
      "relu2_1.weight (1, 1, 128)\n",
      "conv2_2.weight (3, 3, 128, 128)\n",
      "conv2_2.bias (128,)\n",
      "relu2_2.weight (1, 1, 128)\n",
      "conv2_3.weight (3, 3, 128, 128)\n",
      "conv2_3.bias (128,)\n",
      "relu2_3.weight (1, 1, 128)\n",
      "conv2_4.weight (3, 3, 128, 128)\n",
      "conv2_4.bias (128,)\n",
      "relu2_4.weight (1, 1, 128)\n",
      "conv2_5.weight (3, 3, 128, 128)\n",
      "conv2_5.bias (128,)\n",
      "relu2_5.weight (1, 1, 128)\n",
      "conv3_1.weight (3, 3, 128, 256)\n",
      "conv3_1.bias (256,)\n",
      "relu3_1.weight (1, 1, 256)\n",
      "conv3_2.weight (3, 3, 256, 256)\n",
      "conv3_2.bias (256,)\n",
      "relu3_2.weight (1, 1, 256)\n",
      "conv3_3.weight (3, 3, 256, 256)\n",
      "conv3_3.bias (256,)\n",
      "relu3_3.weight (1, 1, 256)\n",
      "conv3_4.weight (3, 3, 256, 256)\n",
      "conv3_4.bias (256,)\n",
      "relu3_4.weight (1, 1, 256)\n",
      "conv3_5.weight (3, 3, 256, 256)\n",
      "conv3_5.bias (256,)\n",
      "relu3_5.weight (1, 1, 256)\n",
      "conv3_6.weight (3, 3, 256, 256)\n",
      "conv3_6.bias (256,)\n",
      "relu3_6.weight (1, 1, 256)\n",
      "conv3_7.weight (3, 3, 256, 256)\n",
      "conv3_7.bias (256,)\n",
      "relu3_7.weight (1, 1, 256)\n",
      "conv3_8.weight (3, 3, 256, 256)\n",
      "conv3_8.bias (256,)\n",
      "relu3_8.weight (1, 1, 256)\n",
      "conv3_9.weight (3, 3, 256, 256)\n",
      "conv3_9.bias (256,)\n",
      "relu3_9.weight (1, 1, 256)\n",
      "conv4_1.weight (3, 3, 256, 512)\n",
      "conv4_1.bias (512,)\n",
      "relu4_1.weight (1, 1, 512)\n",
      "conv4_2.weight (3, 3, 512, 512)\n",
      "conv4_2.bias (512,)\n",
      "relu4_2.weight (1, 1, 512)\n",
      "conv4_3.weight (3, 3, 512, 512)\n",
      "conv4_3.bias (512,)\n",
      "relu4_3.weight (1, 1, 512)\n",
      "fc5.weight (21504, 512)\n",
      "fc5.bias (512,)\n"
     ]
    }
   ],
   "source": [
    "source = {}\n",
    "\n",
    "for layer in model.getLayerNames():\n",
    "    \n",
    "    #------------------------------------------\n",
    "    #weight\n",
    "    \n",
    "    if 'conv' in layer:\n",
    "        weight = model.getParam(layer, 0)\n",
    "        \n",
    "        #find symmetrical one\n",
    "        weight = np.moveaxis(weight, 2, 3)\n",
    "        weight = np.moveaxis(weight, 1, 3)\n",
    "        weight = np.moveaxis(weight, 0, 3)\n",
    "        \n",
    "        print(\"%s.weight\" % (layer),weight.shape)\n",
    "        \n",
    "        source[\"%s.weight\" % (layer)] = weight\n",
    "    \n",
    "    if 'relu' in layer:\n",
    "        weight = model.getParam(layer, 0)\n",
    "        weight = np.moveaxis(weight, -1, 0)\n",
    "        weight = np.expand_dims(weight, axis = 0)\n",
    "        print(\"%s.weight\" % (layer), weight.shape)\n",
    "        source[\"%s.weight\" % (layer)] = weight\n",
    "    \n",
    "    if 'fc' in layer:\n",
    "        weight = model.getParam(layer, 0)\n",
    "        weight = np.moveaxis(weight, -1, 0)\n",
    "        print(\"%s.weight\" % (layer), weight.shape)\n",
    "        source[\"%s.weight\" % (layer)] = weight\n",
    "        \n",
    "    #------------------------------------------\n",
    "    #bias\n",
    "    \n",
    "    if 'conv' in layer:\n",
    "        weight = model.getParam(layer, 1)\n",
    "        \n",
    "        weight = weight.reshape(weight.shape[0])\n",
    "        print(\"%s.bias\"% (layer), weight.shape)\n",
    "        source[\"%s.bias\"% (layer)] = weight\n",
    "    \n",
    "    if 'fc' in layer:\n",
    "        weight = model.getParam(layer, 1)[0]\n",
    "        print(\"%s.bias\"% (layer), weight.shape)\n",
    "        source[\"%s.bias\"% (layer)] = weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "source_layers = list(source.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Build Keras Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Building SphereFace in Keras is heavily inspired the repo: https://github.com/radonys/SphereFace-Keras/blob/master/sphereface_20.py\n",
    "    \n",
    "shared_axes = [1, 2]\n",
    "\n",
    "img_input = Input(shape=(96, 112, 3)) #torch shape: (1,3,112,96)\n",
    "\n",
    "#Conv 1.X\n",
    "\n",
    "conv1_1 = Convolution2D(64, 3, strides=2, padding='same', use_bias=True, bias_initializer='zeros', name = 'conv1_1')(img_input)\n",
    "relu1_1 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu1_1')(conv1_1)\n",
    "    \n",
    "conv1_2 = Convolution2D(64, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv1_2')(relu1_1)\n",
    "relu1_2 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu1_2')(conv1_2)\n",
    "\n",
    "conv1_3 = Convolution2D(64, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv1_3')(relu1_2)\n",
    "relu1_3 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu1_3')(conv1_3)\n",
    "\n",
    "res1_3 = Add()([relu1_1, relu1_3])\n",
    "\n",
    "#Conv 2.X\n",
    "\n",
    "conv2_1 = Convolution2D(128, 3, strides=2, padding='same', use_bias=True, bias_initializer='zeros', name = 'conv2_1')(res1_3)\n",
    "relu2_1 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_1')(conv2_1)\n",
    "\n",
    "conv2_2 = Convolution2D(128, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv2_2')(relu2_1)\n",
    "relu2_2 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_2')(conv2_2)\n",
    "\n",
    "conv2_3 = Convolution2D(128, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv2_3')(relu2_2)\n",
    "relu2_3 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_3')(conv2_3)\n",
    "\n",
    "res2_3 = Add()([relu2_1, relu2_3])\n",
    "\n",
    "conv2_4 = Convolution2D(128, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv2_4')(res2_3)\n",
    "relu2_4 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_4')(conv2_4)\n",
    "\n",
    "conv2_5 = Convolution2D(128, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv2_5')(relu2_4)\n",
    "relu2_5 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu2_5')(conv2_5)\n",
    "\n",
    "res2_5 = Add()([res2_3, relu2_5])\n",
    "\n",
    "#Conv 3.X\n",
    "\n",
    "conv3_1 = Convolution2D(256, 3, strides=2, padding='same', use_bias=True, bias_initializer='zeros', name = 'conv3_1')(res2_5)\n",
    "relu3_1 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_1')(conv3_1)\n",
    "\n",
    "conv3_2 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_2')(relu3_1)\n",
    "relu3_2 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_2')(conv3_2)\n",
    "\n",
    "conv3_3 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_3')(relu3_2)\n",
    "relu3_3 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_3')(conv3_3)\n",
    "\n",
    "res3_3 = Add()([relu3_1, relu3_3])\n",
    "\n",
    "conv3_4 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_4')(res3_3)\n",
    "relu3_4 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_4')(conv3_4)\n",
    "\n",
    "conv3_5 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_5')(relu3_4)\n",
    "relu3_5 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_5')(conv3_5)\n",
    "\n",
    "res3_5 = Add()([res3_3, relu3_5])\n",
    "\n",
    "conv3_6 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_6')(res3_5)\n",
    "relu3_6 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_6')(conv3_6)\n",
    "\n",
    "conv3_7 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_7')(relu3_6)\n",
    "relu3_7 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_7')(conv3_7)\n",
    "\n",
    "res3_7 = Add()([res3_5, relu3_7])\n",
    "\n",
    "conv3_8 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_8')(res3_7)\n",
    "relu3_8 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_8')(conv3_8)\n",
    "\n",
    "conv3_9 = Convolution2D(256, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv3_9')(relu3_8)\n",
    "relu3_9 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu3_9')(conv3_9)\n",
    "\n",
    "res3_9 = Add()([res3_7, relu3_9])\n",
    "\n",
    "#Conv 4.X\n",
    "\n",
    "conv4_1 = Convolution2D(512, 3, strides=2, padding='same', use_bias=True, bias_initializer='zeros', name = 'conv4_1')(res3_9)\n",
    "relu4_1 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu4_1')(conv4_1)\n",
    "\n",
    "conv4_2 = Convolution2D(512, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv4_2')(relu4_1)\n",
    "relu4_2 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu4_2')(conv4_2)\n",
    "\n",
    "conv4_3 = Convolution2D(512, 3, strides=1, padding='same', bias_initializer='zeros', name = 'conv4_3')(relu4_2)\n",
    "relu4_3 = PReLU(alpha_initializer='zeros', alpha_regularizer=None, alpha_constraint=None, shared_axes=shared_axes, name = 'relu4_3')(conv4_3)\n",
    "\n",
    "res4_3 = Add()([relu4_1, relu4_3])\n",
    "\n",
    "flatten = tensorflow.keras.layers.Flatten()(res4_3)\n",
    "fc5 = Dense(512, use_bias=True, bias_initializer='zeros', name = 'fc5')(flatten)\n",
    "\n",
    "model = tensorflow.keras.models.Model(img_input, fc5) #embedding"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Transfer weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_1  skipped\n",
      "conv1_1  is updated\n",
      "relu1_1  is updated\n",
      "conv1_2  is updated\n",
      "relu1_2  is updated\n",
      "conv1_3  is updated\n",
      "relu1_3  is updated\n",
      "add  skipped\n",
      "conv2_1  is updated\n",
      "relu2_1  is updated\n",
      "conv2_2  is updated\n",
      "relu2_2  is updated\n",
      "conv2_3  is updated\n",
      "relu2_3  is updated\n",
      "add_1  skipped\n",
      "conv2_4  is updated\n",
      "relu2_4  is updated\n",
      "conv2_5  is updated\n",
      "relu2_5  is updated\n",
      "add_2  skipped\n",
      "conv3_1  is updated\n",
      "relu3_1  is updated\n",
      "conv3_2  is updated\n",
      "relu3_2  is updated\n",
      "conv3_3  is updated\n",
      "relu3_3  is updated\n",
      "add_3  skipped\n",
      "conv3_4  is updated\n",
      "relu3_4  is updated\n",
      "conv3_5  is updated\n",
      "relu3_5  is updated\n",
      "add_4  skipped\n",
      "conv3_6  is updated\n",
      "relu3_6  is updated\n",
      "conv3_7  is updated\n",
      "relu3_7  is updated\n",
      "add_5  skipped\n",
      "conv3_8  is updated\n",
      "relu3_8  is updated\n",
      "conv3_9  is updated\n",
      "relu3_9  is updated\n",
      "add_6  skipped\n",
      "conv4_1  is updated\n",
      "relu4_1  is updated\n",
      "conv4_2  is updated\n",
      "relu4_2  is updated\n",
      "conv4_3  is updated\n",
      "relu4_3  is updated\n",
      "add_7  skipped\n",
      "flatten  skipped\n",
      "fc5  is updated\n"
     ]
    }
   ],
   "source": [
    "target_layers = []\n",
    "for layer in model.layers:\n",
    "    \n",
    "    if len(layer.get_weights()) > 0:\n",
    "        layer_name = layer.name\n",
    "        \n",
    "        weights = []\n",
    "        w_idx = 0\n",
    "        for weight in layer.weights:\n",
    "            task = 'weight' if w_idx == 0 else 'bias'\n",
    "            \n",
    "            #source_weight = np.load(\"source_weights/%s.%s.npy\" % (layer_name, task))\n",
    "            source_weight = source[\"%s.%s\" % (layer_name, task)]\n",
    "            source_shape = source_weight.shape\n",
    "            target_shape = weight.shape\n",
    "\n",
    "            #print(layer_name, task, source_shape, target_shape, source_shape == target_shape)\n",
    "            if source_shape != target_shape:\n",
    "                raise ValueError(layer_name, task, \" has incompatible weights. source: \", source_shape,\", current: \", target_shape)\n",
    "            \n",
    "            weights.append(source_weight)\n",
    "            w_idx = w_idx + 1\n",
    "            \n",
    "            target_layers.append(\"%s.%s\" % (layer.name, task))\n",
    "        \n",
    "        model.get_layer(layer_name).set_weights(weights)\n",
    "        layer.set_weights(weights)\n",
    "        print(layer.name,\" is updated\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Validate all layers updated"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(target_layers) - set(source_layers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(source_layers) - set(target_layers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#model.save_weights(\"sphereface_weights.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#model.load_weights(\"sphereface_weights.h5\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input shape is  96 112\n"
     ]
    }
   ],
   "source": [
    "w, h = model.layers[0].input_shape[1:3]\n",
    "print(\"input shape is \", w, h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def verify(img1_path, img2_path, show = False):\n",
    "    \n",
    "    backend = 'ssd'\n",
    "\n",
    "    img1 = functions.preprocess_face(img1_path, target_size = (h, w), detector_backend = backend)\n",
    "    img2 = functions.preprocess_face(img2_path, target_size = (h, w), detector_backend = backend)\n",
    "    \n",
    "    #-----------------------------------------------------\n",
    "    \n",
    "    if show:\n",
    "        fig = plt.figure()\n",
    "        \n",
    "        ax1 = fig.add_subplot(1,2,1)\n",
    "        plt.imshow(img1[0][:,:,::-1])\n",
    "        #plt.axis('off')\n",
    "        \n",
    "        ax1 = fig.add_subplot(1,2,2)\n",
    "        plt.imshow(img2[0][:,:,::-1])\n",
    "        #plt.axis('off')\n",
    "        \n",
    "        plt.show()\n",
    "    \n",
    "    img1_embedding = model.predict(img1)[0]\n",
    "    img2_embedding = model.predict(img2)[0]\n",
    "    \n",
    "    euclidean = dst.findEuclideanDistance(img1_embedding, img2_embedding)\n",
    "    euclidean_l2 = dst.findEuclideanDistance(dst.l2_normalize(img1_embedding), dst.l2_normalize(img2_embedding))\n",
    "    cosine = dst.findCosineDistance(img1_embedding, img2_embedding)\n",
    "    \n",
    "    #-----------------------------------------------------\n",
    "    \n",
    "    return (euclidean, euclidean_l2, cosine)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# True positives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(8.224462, 0.744376, 0.2770478129386902)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"deepface/tests/dataset/img1.jpg\", \"deepface/tests/dataset/img2.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mjc1NXDgr9Praq7by7a8/xvKVQo/DyKWjYw6+I+Z00dL5NDbm2P3sTgA+8YefpKdD5E5q+SLZdJLGJrGpqKpGV2cbhXERMeE7dLU2k8qIzSCVtLGk8QewNBVb5qAa0ilQInRbXKspKlEUYcgErKooccLUMAzsVJKizK0YpkkY1sikxfqplGs0ZsT6SdtJypUiUzKyTpgaQalMo1wTyy9bx4UTZ1i+UHjZqzZu5rntInI2Q7j+rls5tE9EdWlLZ6TmMjYm1oSdNOk7P8zd970BgBdf2kVHm5gLU9PZs+8AK1YIh2//vn088TWTe+4Xm8XiFStRpbP0jUe+zLabtnLoZeHwpTNJbrv1Rnbt3C3mybYYHZ2ga52wU+NjAyxfILz1weFxUnPayUnHrFia5lJltlJ0VmZlVmblZ0ReE+TyY//YDwhNF84XnsF7fv4t1BzhkT/z7A5uv+tN2KYIIYcGBvjuU9tZslRALP0X+/mVD36YXS++AEDSsjlz5gwAb7zrTp56+gl+4V3vEdcOXCAMfS7bKPDEbzz6VZYtlVhvucbFi4OsXy8YFi1NjVRKZZYsXQjAxNQYQblAUBG798Nf/CJ7d4swtqOnh1xjCwlL7Im6BqaVoO4kapqKroYoMgiy7RQNORGOKV6I5/s0Sy+o6pTw0NFlqBp6Lk7goavib1OpBpD0NUVVCP2AUK3T13xC10EJxNROl4sxDhl6LtVSmZqkaRJGBL5Pvih2fNWDfKlMoAgPq+LUCGWEkS9UGJqYpE16btVqjcmJcTq7BDy1d/9+/vh//B6phBhjMpeku0NAYk9+8zHU0CPTJDzP4cFRzvcPkpDXXrvtKrISO21qaeLiwCiLFy4S86jCY996mKu2bBXvYHwEO2OyfNXVAJw/vZ9VywSL4lz/FJaeJFSEx/7m9/8u+w8e+8m56Zco/7tev+Wu60ibYk5z6SxKJMbX0taA41XYuVdELkf6Rrlx2xbOSYy96k4xt62ZD35Y6O7YwABPPSk8y4WLluF6NRrSwktNpFOs37iGoQsCGz516iSeK35zXu88Ont7YgrtQP95/CDk2q03AnBgz24uHj/PY1//JgCGbWFJCC+TTKAZOqtXirzKwIXzBEFAd5eAHXRdJ2UnsFMCZkinM0QyqjN0HSuZoO6v27aNQhjfOwgDFE0hkLqqaQpI+EU1dFB1ktIjd0oVnFqNWk3ADq7rYpoCsqxUqqApTE6KnEEymWRqfCymVvp+QKBEFB1x73xhmmJZ3OeWN7yRrz3+bTZfdxUAl191JWdPnaZUEHmL8xdOs3r1ZSxbJp7/yNGXOXpYsMCiyCKTTXLqhIiEhsdGCPyA1iYBAa5ct4g2uT6iKGLv7j3cfrPA8b/xyMMsWD6Pvr4hAIqTJcpujdGpafnOerAQ72v/kbNEocN1VwumVKEwzOe+9vK/P4b+48oPMui33nKt+K5apb1V4HTXXH8T//1/fIy777gNgIH+i6TTacpVAX1cvWUbB/Yf4tprRVLna1//KssWC2O/du1ali1dxtHDwvAmUhYKCpmkgEZWrV3F1776EABbr72B/HSZxcuFMZnMj6ADupwT0zKZGrnAPz34GQBGBsfo7ponBq5WaevowKsJY9nUnCPUFNRQJm78CM9zUKSxzOWy6IYw/mFooKlKzNfVdR1ViVAkbmymsqDq6DJ+ihQFT4amza0t5IsFokgoqy45+ZWSUMjAdYh8YdD9MMRzHaoVAVdUyxXK5WJ8L1XVqVWq+K64l+d4TMmkTbka4Lo+XiSUrBb4hJFGWUIfumnTM6ebCxdEMnrevB5uulm8S9cL2LhpIycOi4Tpub5jdLc0cuyMgBJa25qYGhGLb+36tZgNLXS0i43j1MkjLJ63gGxWbCwjE2MkjUbGJi6Id3/tjVy8KAzgqcP76Jm/FDMpjNyb3/vbHD7W97ob9Os3LePqK8RidKoVDE1CZ1GJb317H+m0MAC2nWDO3FYWzBMQzO79u/m9/+eXUWTY/uBnv0BXt0iqLejqpFopc1HO2+133s7kVD8jQwKSmZzIs3mDgMOWL1/DwNgwCkIPxsaH2bzpSh76h38BID88yd6XX8a2xRxrmkFC/nfoejQ2ZDGk8WxvbsKwLZLye11RSKTSpFISf09aRDIJmkqlUBSFSOqXbulYlhXnDGpOlSgM0KXTEARBnPup1WooikYkocMg8gl8n1DS+lzXjfF0y7IoFUtUpa6WygVM06QgYbowFPmjiqREtvX0MtgvIL6BwVFWrVtLVTo9m2+6mlQ2TWFSQFfPP/99Qs9j0+XCdp4+M8iSxcI+PPTIo6xat4HFS4Sx/9a3t/PkY4/xc/e/CYBz/X2sWCmuDbBYf9k6vvrIlwG4/LItbP/WV2loFe/6Yv8I+akpGluE3o9P5dl6tXh/Q4MXGByeoloTY1rY28xnH955SQZ9FnKZlVmZlVn5GZHXlBT9SciKhcKznhyfZNVqAYssX7Wcv/zkn/GZT/89ADU3T8+CuWRDAVE88/xzbFy3luUL5gHwYq6BeXMF08FK2YyODNHSLrygyYFB9uw9yC9/+NcBOHv6XFzgcrH/LL0LF1MtiNDNK5VQUja6ITyK86de5tzhk3iu8Brmz1tAKimmLJttYnp6mqac8A5L+QLJdDLO8KdSSVzXQJEVnqppoinC67HMBEEwU+mq6gpoOpZkwaiGjqppSOeYMIxmPJmq8KgtCcGEIdhmCl/SzsKoTCgLb/BqaJkcivzblqZGhi4MxoUupqGTTNtxFFGoltFs4W2lqwHVUg1fqki+UqHgeoR1r6etk5HRIUA8r6KaPPjZRwAYGu5n49ql/NpH/xsAje1tNLa0o+UE9S1l+hyRTCPV9RnYf4igV3ia8+f2YKUzeNIbS5g2o5ODzO0VCb6Xd7/AMgkHtN96L3uf+z49cwWUZcjQ/vWWdUuX4tcEfNjeluX4SZEYe/zZY1xz9RYuXBCRyqqVC1m9agnDfYKe+usf/QCFkYs88s0nAVDVFCskk2t66gKH+wZ5xzveCUAUVXDLFcoSKnj/e9/HgPTWn9v9fZozCXoWyOQ+Ou+59x0kTJFkM02DhlQ6hjBaW1tjdlMymyKXSpNrEBGtlUxgGFZcqZxMJgnCAM2UECBqHHm6NYdMJo0lmV2GqeE6DqGEVXRFxwshkF63HwbxelFVlSDwiSSUqKkqumUR1tePocdVpGEYkMikUCRDxFcilMCnQRIQ8oUytm1iycKq6cEB1kna8tD5cxzZtzuGN1/c+QIP/OK7uOb6q+PnP3LwEJ//3OcB+I3f+DUOHDsOwANvfYAD+47Sd1TQGLduuYLO5iw7nhHva8u2GxgfF1FCIlHm2WeeZuuWmwAoF6a5/uZbOXtSRJc9V1zG8ZNn43dSLJQ5clwQN7pakoRBiXMXBDzTKIsiL0Ved4NemJZshlMnOHZSPNDze3aSzWUJZKg6Z85cIs/nTJ/4vrm5Hc8p8dnP/S0Ad99+Oy2tLeI+5/romr+Q/n7BDfWcgHe+931MTwmF9X2HZkl7a25pwVI1piaEQU9nU6iRxmifMDyPP/oNDF+jd664dxiGtLaI/w7CkBa1CUNSwZKJDJ4X4kmDN152sJIJ0okZI16Py8PIQzdUdImpKLpJqKooeh0nF2XR9fhJU7TY+KMoJBIJdM2UHxV0zSDdJDahwM8SOYIpkB8bQIkU7JTYCIkCrLQdL0ZViygXSnHpdtJKkpXsheHhEQw1QdUT70DVLbSSgiEfYqq/n2oYMX/ePEDAOU5ZGLHeOfMYG6lw75veBcCb3nAj127ZyIrFwhBbjY2Uw5mQPl8sMDkmlDcMqlipEVZtFBinV67QmDCZmhZGr6ujm/N9AjfunruI62+/jReeey5+Pz8N0tBoU6sJvc4Xp/nOU8IAbLpsA6bqs3C+cCi8wGXoQj9t84RO9ba28P/+zafZvFnkD66+YgMnDgv6bSLTRU+njSyJ4MzZQWqehio31FrNY8cL3wfg3vvuplCcxJNc8k//yV/T2tQSt7SIFGGYVYkU1YoFchITb2lpwTB0ErI62jItrGQqLtdXVZVcOkMyKa7XNYU6bJvN5lCJYrZRGHrouhpXsyqKiqIwcy+0GCOPogjN0PHqbTfQcV9RORmFCoHMCUQRhIH4H4ChKphWknJZ/EPCThJVKjiS7ZXJpDh8UFI4GxpQUChJKq/ue3z2z/+KnrkC2mpsb0czjvCLH3g/AE9u387y1WIzKBamuO3WG/jS5wV01dLcQu/CRex45mkAdjz5NAuXi2tNTWf1isX0nRbv/spt29i960Xa5og8U+j4LF+yhIOSS79kyVz6TksKcEOCdLaZDWtz8t2WuFR53TH0++/eBsAb7rmXNWsFx3b3S7v567/6C1Iy4Xjt1Vdz6vQJ1q0TpfPFYpVkQmXzBgEpHTx0kCuuEuW4Vc/l+MHDjA4ImtV/+cX3c/J8H82SH16tOnR3ydL3lhwXzp8lLelB2WSC8yePcGKfKPApTk9TK1VJyLL7Od1z4r4uaghu4MVeThh5KOixN5JKZVEM7RVGPEJVJGYpFTfXKKlhpophGOiS/hXho6AR1vH4SHhCAK7nYCVy8e9EUYSqqnGbhEyuAV8qq2GGuNUqU5Oy9DzwcQIHXRbp4HtUSyUqMjdRLJYIquJvAyWgWnYoO2KDKtdqVGo+jieNgOsR6TqTk2KjTCQStHSIeT15ug9F0anJMVZdh6SpsGWD4PquWNjOmo2XA9C6YDmHjr5Mi7RUXjlPuVRCN8SzN7b10NjRg1cTY5wcGaZFJl9TiTRjE1MYMpn0wC9/jON9F193DP33f+kuApka/OdHvkd7u0gOz+vpoKWjgwULhfHYvfN5NmzYwI03C++w79hRUtn5nD8v2hxE1RITeZGzaOrsJmVpjAyInEVXRzetbd10zBFzvmvn8yxeKPDY7vZuhvvzfOrjfyY+d3czNTEVU1tzuRwJU4k38kwqRYt0VBRFIduQQ5FRXjqdIVTVWM8tSyRQ6+0wTEN7VZ+h0Pdj58O2bYIgiA14EAREURT3iVFekRuKCHEcJ94MbBnF1g2++ooxeH5AsVTEkJxuU9eIooAL54RB1BTxd3UHyQ8CSjLHtGjZcg4cOEBeOpLTxRKBrhEp4tr/+ru/RTab5IXnngJgZGyStMT8G5pSRGaadEo4hA99/ktcfcMNaJIuuXvXDkxDPJumJ8ll0ixZIjD18aJHqOoUp4RdsnWV82f7aZTFRFNTeY6fFO9WM9KUayWu2izyMEcPHeah7S/NYuizMiuzMiv/meR1h1x2PPcSAAeOnGLtxisBOH/+Ar3z5rFqqSDaf/fxJ/jwr/46O3eKwiLdgNvvfRMTIwIz3LB+PYUJseP2D/STzuS44s3bALhw7hRXbNjAufMCgrE0lVRK7PRjo4NkcinSWeG9D585xt4dzzI5KnbRnu5uvKpDkyxoKEvYBgDNQAdUX0ISaKAoWLYIRcMowtBmOucZuo6dmMG9LdUkUoW37/sKqhoB4vuIAFWdqZIjAEvi+rppoRsmJUd4HOl0mmq1im6Ka6uVIob09EulEqphYWclBue4hDUFlJn7mokUKVmtZ9oWnqR3TU1NIRwi2TnP9VBNFUvCYKYCze3t2PL5vFBh6JzwMOa0NnN+aCT2zAwFyk7AI0+LyOe7z/nccVawDlYsP8Kay9aT6xBFIKHqc+S57RiGZF0405w9PcHq9SICm5oYoJwX733oTB8LFqyghPA0LVmw8nqLZpt8/guiRN9OZ1m+YqH8RhV5C+mFbt64lvWb1mMrwqt76CvfZPWiDWy7UUSikWVQ8MS1LdkMQ0MXWLtKVIZuf+ybpDJN7Nkj1s99993NwEUx/0P9w3zlHx5Fq+dkNJ0g8GiQuLiKqBCu52EyqTRZqSOKohBFguEFEv4LAwx1puzeNM0436PpSuyRKxGouk5KRsOOU0PXZzo3hmGIqqpo0o90PC+mMKpi+aDLfE+9m2j93lEU4cuIQtU0mpubqciotOa7mIZGQsJGhiYwd9cV15fL5bjT6dkzZ5icmMC2RVSetBOUazUmJkVV+j/8+Sf50Md+m+WyCV/uwkW+/bVvALBty9Vomkf/RUGRXn35al7evZsW29VEAAAgAElEQVS5MuKy7DTfe+LbANx2y80cO3EK2xLP0zm3i9aeFUxNCmjxwuljdHU143piXO1z5zAhc3lnjp+nHEZUJISZlevzUuR1N+i33X47AL2LltLYLELpv971CQynwFlEmP2Jj/8pf/g//4QVy0T4svmyTYQVj6EBYRSamhqZmBBGeNnazYRekTMnBdd3+erVTBYK2PUS28YWSjIpqGkKDRmL4oQo53/64UcJHI/WnIBC3EqNdCJBtSrCXkNXsSUFq55IrHd51HUdTdfqbSxQAT+I4hhIJH1k+9oITMsmDMWXpmkSBiGaWk9sKniOhyHHjKLGIXAEBF4VQ/Kca24N3dDRNZEQcj03xuYhiaYr6HVyvG5gW1lC2YK1ODWIgheHzJZhkmqVz6dGFKeLaJF4di2XZbpUJpSLZPmCJRw7fhxF4pT4KomE5BB7Di0NSSxbKOL5/gECNaKOTPhqgkeeFW1R9hw7x/XnRujsEGHsbW97gM033MnZkyKPYaguWbXCju8+DMDd97+fvrMil5LJljk/cJJFS0SlqF8fy+ssF0fycQi/ZuVCGpuFPuUnxjl/8iAdTcKY3HHnHWTSEX/y8T8FoLm1meVr53P2/DkAzl7sp+SI+3zwg+8Et8CYrEBN51pYtWY1jU1izvtOHOXQHpF8PXWwD6dSJQrFfEyMDpFJ2JhSD9rbWjB0lWRSQo0Nmdh50HUDTZ2BVMIwxDCM2OBHqiJbSEsHourGvXVcx8W2bRxnBhf3ff9V7ZoVRSFSZlrm1ptYRiEYuhWPo976N84dMZMjUaKIWqUW/7sSKZTLZRISOnUqgi6ckZ8rZQcvFNBOMT9Na3MDjiPmxjN1TDNHrSLW8fjAII/8f//EXW+TLReaSrTLNgHPPvcc99x3B63NYmO80D/MdEuO4UHhLPYuWsZ7f0kQAU4e383q1avYf0hg6OOlPEtdhVRO2Ljh4UlaW5upBsJo9+0/ysZNwqHdseNltlyzjWkJt3XM6eRS5XXH0OfPEQt5y/U38K1viUKHpQt62XLl5bzxTlFS+0//+HkCVeGWm0VhxMCZ82imQWujwJ/OnD7Flhu2AWBaSU6dPsVy2Y9FVwyCQKWjW1zrVoqMjQmGRXt7J2f7jlIcFYskmCxyaN9Bcg2SNWFomKYeY3W6qcVsE9dXsTSdUM6fpqqgqHG/FlcBK5GcYbJoGprcDAB0y4wVXVMi4eFLCSPR03omERrMeCyKjq7ruLIXSiKRQNF03IpQjEqlEntiqDr5qVGStlxwQYBm2eQlM0J1ygReCV9GGYah4UsOdGm6iBbBhCzWmBifxPMCkrIgaHB4jHKphi4TrLVahCsNar5WxQl9kIVRbiUgkU0xLvH2ouNRk1x5TdPAdVnVIxR99YoO7nvrW0m3Cjw4l0mSnxzl2CFRMt3Z2cXydcJbP3LwKClNRdPFnD/wK3/EkZNnX3cM/UMfeAtHJTPimqs38fwzojjo5m1X0ZjQaJf9PXK5BNsf/wZBVczTPW9+gP0v7+TCWVHIYqTbqUnDuXHtUprsJCOyadnKVavRdYMImeOYmuJPfuevALBVi8B3UCRNStUUcul0rLvd3d2kbAtLeuG5pibqHYNNS+SB6klP1/VIp7LUK+ZyuQyWaaBKTyUIgliPxfUuKen9Om4N3/dn8HbTIAyExwxgWKbM/sfzGHvhnifyU/V7B0EY55hKpZJcH+LzyMiw6F8kCQmB71KtVjAk9j02NkFN1osYlk65XKZ3gWAPHT/RR6lUoiITj1FkMjQxxRzZ2+Xdv/ILnJNJ+Be/v4P5vb3MXyB63VccH8vO8fVHRYeIiuvQLvtNtbQ0c/bUMVK2+LxyzUKqtTLJBpGrqLo2X/2XL7HtOpE/MQwr7g1fcyK++a1vUpwWm9bd99zE7/7J381i6LMyK7MyK/+Z5HWHXJZL7vnSpas5dfwUAO1NWTauWcf274iGTbmGBpKZNE9970l57VISyRSnToids2vOHCaGRdhz7sxxrr3tbRiyQ2KxMMniBUuZmhS4az4/QVub2DUNI2LFwoU8eURQh/bt2ktzQy7mxoahD2EYN8LSrCSB3EUNNcIwjNiD8ANEeCm3SCNlE0VRXPmWzKSJpFet6BqaquFK3pUfeSRtFV/yc03TJAx9IrnfGqqJYkusOghAU0F6uJVKBRXIZoRXnkqlYm8+CGropoUvx5Sw0wR+RJM86cX1NAgtqoWKHIePK7srGpqOX3OwZPuFbHMD5XKFSlmEgSnTxMzolGXoaykqioxkMokkVMo49bJuG6q1Ik0yclDKZahI+MX3CUyTFy+ISKA/X2J6/NMs7hWl5je8+R10LljE5gYRyb288ykqUwJqy7VkSBhZRgaFNxwT919nOXxoPwvkQSE7nnyKt8lOf2FY48prtzE0JnRxZGSQ3va5DE8K7/Chh75MuTjJmssEu+H6m25n3x7RQMtQFfrOnuHG28WBKscOH2RsaoIbbxCfP/aRPyAhPe6gVsUyTNQ6UyWTJp2yaJCwiaEpGIYe67krm9wBmFaadDoT496pVIp0Zqa+wrIsFEWJvX1NEfxxEN68ruszrBddNOOqXxv6PmEYkUgID94L/JjyWL/mlfCMmLM6FKTFY6qvu7o339jYAEqIqYkxFgoFLCsZw6FBGJBMie+KxRKaqrJrhziYpa2rE8vUCSMxd8WKi22Y6LJtwN7nX+LaW7YBsGf3Pk6eOkdGYtrZ1jSJpM/SpaIVxejYRAwntXf0cGTvXjraxXN8+ctf5b43vyXm+w+P5UlmdLw6TKhqlPMi+irmK/S0tZNcIHIRp472canyuhv0G64TbW+/8A//xNLFIgl6xy1bOHZ4H098T/A7f+F97+XRhx/m+q2Cn5tN5Qhcl7vvEQvFMuFb3xDJiBvuuBcl8pgYEZNz5VVXMDI6iusJQzV3bgdKJJRn566drOidzwnZqyFh2yRsG00qlW7p+K5LWR5l1ZprEsYUqJbLeJ4XH/1mGDYaSox1e46LrswkgNxKFU1ijaZhEIYhet36KyrVahXTFGFuFCmoiskMHBbFvd9t2yQMQaIMZDM5KpUKFdmvxTJtYUER7V90Q8MpCYNdcwsEaDHEommQSqfJpCXGm5+gVhL5hdCr4gUOhuy/onsaPd3dDMme9KXIIwjUmMsc4MXRs23pVB3iDcnzfVTFwJeYrltzSEqophqpKFFAUhZGjRdddvRVGC4Jo+cEX+D2e+6lTeLkqzdex+So4KTPm9fJoWN9zFso2x3/lGDo8xb04kkq6Fveeg81V2yCy5Yu5UsPfYVf/uAHADh9VOHAi/u58VZxWtC5cyfp7OzknMwNKVHA1i2Cyrt/zyEWLVzOE98Ven7LLbegHTnKh98rMNuMYeNWhQ5oqgJKhFZPwYQ+SSuLLnMnpqG/irOvKjPUQyKFIJgp+EmmBGxY18VarRbTEQGCcIamaFkWqqrihTOUWl03Yr0wLRvPcXAlnm0nTcI6hTHSCJmhNCaTwiDXjXYUhfHpPnVcv550930PIoWJeqdGwyRSVSxb9hlK1GZomMkAz4/o7RG2prW7k+PHjpGUZIYg1An9CiP9Ik+TOKqz9VbR0uIN99yJ4UT8y1e+BMCqNcvwUhZdXWJdjwxdJJQJ7uHB81x3yy2cPCgoqOuWLOaZ736bjdcIe7dm9QoMXed0nzDWV199NbZcE+cu7KV3QSdPPy1III25Ji5VXlcM/b433kQyKftgZ7IY0ujauoqvq1wlW7Vuf/J7ZBob4sz72uUrCH2PrRJ/+s43HuPG2+4EIF91qBYKrJLtc0eH+6lV8kyOi+yynUoinXfyE9Ps27GDiSGBoVumQWtzC7bkuxq6iq7puLJ9rmYY8XhDTUUJVCSEiW4aOEEQnx+pqqpoTmRJpkcqSUIqjaoo+EGAotbPgNQlFlrn5wqsvp6l1zSNMKh7tAGKMsMc8H1fKL9cJIZmxglbXdGp+gUq8mg/206QzDZQqkiGTDJFtVojlIkZhQinKhaFWypQyRcJZGFRuexQLOZj9kkQBAwNT+LUe214Lp7kzbtRRMV1KcmN0HE9VMNiWnKBvVDBl4u+6ngomk5NnnsaolCqlWlKC2++0Ta5fH6W9evmCZ155/sITOFp1kqTVCamGZVVp7/8ew9y8Ojp1x1D/8KDH6MkDyTJj/Wzfr3YjBoaGmhobuHhL4sE75IFcymVquw/JBL4Fy9cZOv1V7FA4rsdra34rngf584McNOtW2juFN+dOnGUl57dzY5vbQegVnHQJaasqiqGpsQHszTnGkllUtiyyC0IApKJdIxBG6YR10tks1nCMKSxqd5/P/kqr9u2THzPjxt/CaMtzwjVVIIwiA/r811P6vFMgVB9o6iPs67HqhLh+T6+Xz/LVJyHO+OpB7iuF/9d/TmEiI2gjs3n83kSiQSRXE/lQjGOftXIIVIsyrKSN4jAshNMjAsdcl2XQrlMQfY/Wrfxcp6Rxyx+6Hc+iuf5fPfhrwGwafPlJBMW+ZL428aGbh59SLCbMHVWrVzL0IDgxptmyIkTZ6nIZOy2m2+kraODkWHhsedSDYxK9lZXZwd7du+iISuQhOOHj/OZR7bPYuizMiuzMiv/meR1hVxq1SpqnbbkVumWp6BMVorcdfvdvCR554P9A7z5yqswEwJK6Olo5dTJI3zliyL0WbJqNRdGJJ3Lssk1pRkdE5j6yZOHyCRNFi4UXOBIVbhw9hwAhhJhKGp85JyhK5iaPuM5GxaO45GQh8CKk8mFlxMFAaqu4UnvQ6mKA5Sjeu8JNcTMpuK+KmqoxCfGVGs1UMQRXSArQxUFiUigqBERoMnui4EfosiwwlA0VN2g7vM0NjdTKZVISKxblEvL8mnNx7ISRJL0EnguxcrUTPe7cgHwYhaP51So17YaioqGggwMSKeTRHi40sNIpJK0tAZc7Bf83VdW3Ye+j+fP0CGjICRSAppkx75ixaMgK071KMTzvRjmCkLIaknmyN48R48dpVgs4EayxN35X7ztPe8U/11R6Jg3h7b5wmutVf+CnwZ58cVd+KGAPz70gfdzSraseORr3+GDH/wAK2V3z8ELF1m0bBkFeSTd2jVLaWpto0fS1A7s2c1qGWluve5qnvn+C5RK3wNgXk8XB196GbcmvFaFELXOVNEUDMOIvWEzaQlWiIygEokkiqZhJ+snDc2wt3RdJ51Ox/RcIqH39cNWgiAkglcxW+pRfuhH6HUsENATJr7vYyXEvU1THDNXHycQ60gQBBiGhibrHHzfx7Ks+OhF0RlS/F29erT+fL7voapqjG0bhoHjOLiuuJedTMT5henpafLT03Gn0ygUDLL6oRuu55BJpQhDscLOnjzO6kWiJ042maJUK5JrFBDL3t0vsHbjBkxDfI78kDndoirYDTxKUxNUZRBhY5C2TebPnQdAcWwUBY9AUpcPHDzB/W97BwCPPvIIbW3djI8JvejqbuNS5XU16Jdv2sj2x58A4C333MeJPsHZfPt73s2X/v4L9F8ULVO7ursEt1mWJ/cPDpFIptHlS0hmcpQkfrZw5VxSqTR7ZcHFxfP93HDTFpDtZgcuDIlzD4Enn3qS/oFBUhK7auucg1OukEiKFxS4AXYqESuzpmsxHhhGEVEQYMuipFqtimaAoUpM3TSxLYuaXHCqrRJJQ6vpygxmSb2YI3jFohI4uSqNeIRCGIn7aKr2qrajxWIRzTDijSPUPAyJ8+uKhqprqIosdjLSBIEXN8GIQvDdAFMWWjlBEDdA0pMZrCgkKgvDNDk2gq5rqJKKGPohtmExp0so23SpyHRRtg2ITNQgqO8r6Ki4vo9EgrBTJhWJdyuqAWEQ1zqFUYAXRpw8Knjq69evo7/vIl98ShQlJRNX86mP/SUAH/n4HzE2XaKrQ+hFOtvI6y1br1xDJpWMk5XHjh7n2eefBeBd730PTz/9DIorT6+3DLZu28bXZIvVe+56gLaedioFkSBub+umo1skV6fzeW664w4uys3h9IEjDJ06SySdBMPQSEiHx9A1UokErW3N8rOOEkRY8iShVDpLrebEx6GpioIt15JpWSQSidhYapoWFwSB2Jw1VUXR/0+DjqqgvKIgTlNUErYVb/ZRFJGwEoSvwNjreqyqKqqqxn8buB5etUZWcuX9IIjb8hqGged7MZTj+z5hGMYndRXzeRoaGjHkvfP5GuMFAYvU4aM61bVcLlIoT7J02WoA9r+8j5Rl0NggdKlQrDI6JJzDkTMDpDqy3HHf2wHY9fRjTAwMkJUnjzV1NnPjHeLc4M89+I/Mm5ukSx7dF0UeVtJieEj2JJo7DzVQ4h5TFafG498QcE1Pdw/5Yp6ktEPnzl7gUmUWcpmVWZmVWfkZkR/poSuK0gN8AehAlIc9GEXRJxVFaQK+DMwDzgH3R1E09a/d5wfJg5/6DBvXi5DywMHdvP8DIvv/xS/8Izowv1fAJBvWr2JsYpxiUSTVLlu/lm9+4+u8893iZJfOuXMpFAQ7Iz89wZnTJ8hlhVe6Ytlijh46wJL5IsydGp+gTxbLoBhYpkmbrPyqlks0pDPYKeEV6KpKEEUxnhAEQZy0CcOAVCoRZ88JIzRFxZeOi6rA9PQkyZQIAzVNiys4NUNDVUwCWTQivB6TqmyMpSoOdjIR77a+GsSNvQgjIi+MkzxWMolhWtRkEkcJwhkKGKAEEbVSvZDDiotNAOykjWeq9UgWy7YoF+VhF65DzfFQLVlNmGnBq1ZxVRECOzVPtDeQkYaZtLBlgjiKXGx/hpJlJi1UX8WRjb4IozjxXHEclCgeArqmEioRyJLo00dOUihXmdcrYJUXLo6wqUt4np/46Ef57U/9OZPS+6p3E7xU+ffQ7c6OZh64/43seUkk0p55aidveccDADSmbIqTozRkhSfd2NbOJ//0E3S0CC9OtWxK+XEGZTXowmWrKBfFz5aKHkcPHOacpOr+89/8M02ZBJaMLk3dEuwWoKmpAUPX4uS/73pYhhknLz23ggIxvKZqWly0oykqoR/gRiIyM03zVcVBURAQGTMdFlVVjfXN1EzcwCPwhA5Ztk4UhfjBjM4FfsQrij9j+MQ0TYrFYkxptG0bXdPiqtNXRqW6qmEbZqzLvu9TLk3jyt8xdY1yuRAzZDKJJIFMuruug2maVORa0zSNXDLDhXOirW1DLoXv+CQtWfXs+owNCv3a9cJebn3gFsbGhcesmTa5TEPcvG9wcJRAEgHmL+hBQWP3SwI2vuW2OxnqH0KR83r+1Hl0zSTXJGDm3t5ehvtFUnTnjufYfM1msjnJvAlauFS5FMjFBz4SRdHLiqJkgL2KomwH3gk8GUXR/1QU5TeB3wR+45J/Gbj9jptYME9UXV2+aT0f+ciHAVg4bxHTk1OsXSfarVaKeXq6OumeJxb19775de55030kJa85imboghMTE8zt7WL3LrGg5sxpYfmyFZQkde+y9Zfx0Bf/GRB9hr10HkdyqU1DJV8Yj+OWdCaFZZjUk+m6peNICKUh20AYhrieMKS5XIaa42DLcvcgiLDtFKo6A63EfSt0lcD3UaQZi8KIMAiw6703dJ1IVeLT0fWQmRakuoaqK2Skwvm+T6k8Rb3ngOu4cTfFYqmApmlx1R+ROP3IrOOFbg3btOLujKqqkZb9MFxDJ2Facfm4a+gUpsDJy25yCZcgDKnJ044swyKTmem7ERFRknBAsVxFIYyP1NNVMCX+omoKlZpDRRqBCAUjClBkSOyEPlYmwZjstVErW3z9vGjV8MG7r+djv/JBfuG//ZYYk/5jB5w/cd2+7403cvHCeZ58WpwMf/zkaZYuFX1qRkemyE/lyaaFAZjb3s7eJ5/k5jffBwhocWJ0gERKLHJLVRidEs7HwuUbOXl4P8OyR3ZXSw5FU9GieiUypKQxtAxLUAvl0XcN6QwKxBRBM2FjmlYMozQ35rClPoWK4KjXDWudwjhTOeoyPTFJQh4V90pDa6gG5Uo1Nv5O4ItqT2lYdd3EqbmvwMXtmBVGACk7EZ+upVghnjeTh9F1Pd5EIiJq1Sr1oo8gCFB0m6YGMeaa4+I6LhVZHaoBGdlTXNc0CsWZU7t8PxLdRutUZd3ADX3KEmqsVsu0twj4ZfR8H3/1sT/lXR96NwBrL1/PC888T//LorfL9TfehN0sW4xkc5ztG+CWW8Spa00NGVQFrKTsQd+Rof/cRU7L1s8r1y5j5WrB6lthridpZdi56xkA1sg8yqXIjzToURQNAUPyv4uKohwDuoG7gW3yss8Dz/BjGvShsSE2XiY4xJ/5zGe4+QbRDP6pJ7/PVVddydLFwkMfHx1mxbKV9J07B8C2m25i/oJlDMqTyEf7BuldIniltqbwN3/2CX7+HSLBMD41xInjJzl2VHDNp0ZHaZE9HoZGJmlpzIrmKtS9DWWmX7OiymSNUCrHnznXsJ600fR6Q36NRNKi7n6kEwmBb8pF5DoRhjwIQFMFFq9JTFPXdarlStyYqFgqoepa3GsjCsKYCqYECoHrU6nTsDQFNfBj408YxIvCTqbQtJneGYZhE+FSqcrSf03H9yqEgVBet1qNf8d1fExNx/OEsfcUBTudQZFGulwp4FWr6PJ5k6pGQm4UhqFRKTsokSyn9gMqTg2j3stFUaiD9ToRpqqCbGJUdlx4xdzYmkqhXKGtSXgpA4P95GQu5YvfeYJfuv9G/uYvPibGWJspkLkU+ffQ7Wu3XMOv/tKvs/Ey0R74bW9/gEP7RI+VF57fwXXXbeaKq0Q9xSf++8cwrRS+zO+gakwXqqxcI8rOM3aGoSPCaytMTTOnrZMvHxEUx2QyKY4mlJ5mKpV6VV4mCAJ02QsoDEOiKIqbl0UBmIZNRjadq7kemiFzGqGg52Zlg61StSIpgeJdappOU2vbq2izdfqjE/ikkslX9ENXqJRrsYFH0Uim07FD4fs+hlFvreujaho5eWBM4PuywE78juM48SbjSC+77oEHUYiiKHFBnet4wnGRORun5sRrulIRz1PfoCqVEqZp4sjiKj+CrjnzOXdO5CrSiXTcFqClrYtz+wcYuiAwdXWuzqKlvZjy/fV0tXL67Ck5FwErVy/gq1/+upg3K0HS1pizQOREKtMliqUpFi4Qm/2yFWvomSeIAMXiKZ5/7vtxm+U6ln4p8mMlRRVFmQesB14E2uWCIIqiIUVRfmAqVlGU9wHv+3F+Z1Zm5f+2/Li6PavXs/LTKJds0BVFSQMPAx+KoqjwStrSD5Moih4EHpT3eFUBxkd+5b9yUFZSRYbJsy+KMHXDVZtob2/g9GmBa1157fUMFwv1YkmWrN1ApeZTLYiCmaUrFnLuvCj/3v7IQ2y8Yi2TBYE9Ll20hOmSw5YtIvvsFSf5ymc+Cwhv3tD0uBF+6IckkzaGLSsc8dD1VOx129ormmuZBlXHiSlYRgOogS2uR1ASFVWjJqv3bNuIG1mFfoCuqnUWI67vC0+3ThFMpfCDAL9+mHOkxN57hIJl1Y90AN0y0MhQkwdAZC0j9lz8IJQhsazKrJZFhr9eih14mFYSVXpQnhuQrHtTUYnA89FlKG5E4OOiyGpXFRU9MpguC3ZRFAYYUifShkGiwXwVPU0tQs2rl2Iz0yLBUIhUg6hOMVNUQl2Ju1aGYYipKEzLHElTazOKfHonTFAKFVYuEx7t559+jH+L/Ft0+1/T67fcdR++ksRuFPrYPb+V666Rpy/VqiSSGQ7sF2yu4dEpfu7nbmD1+ssAOLZ/H+2tDdiG8I5f2v88198mGBWl0X6+9aWnwRU/Va05JOwElmyEZRh6jIMnLFEab0oIL5IU2bpeNKQSpF5xYlFTLjfTVM6pEfg+Y6MiMtB0Hd0w0GI6ruiYWPd46/8PUJaHNhvxtTqGrsUUx4joVYVIlmXFh51DRBTNNKEzNI0oCmNYMpVKxYe62JqJFymvYshEUYRh1b19kTMihjsdXBlpJlM2nu/gyYI5zwuwLDtupzsxNcXwyHkRbQNhYKHJaLJSKHL5+nWcOSSqO5tbW+ntnU8oT0p66MtfobVD0BYzDRlG/WHWSwRixaoreO65Z9FlRNI/cAZFixgfE1Diob278WWk3DVnDr29t9Hff068E+/SI89LMuiKohgIhf9iFEWPyH8eURSlU3owncDoJf8qouLs649+nVN9opKqWi5x2803A2BqKorv090t2lb6jocf+XTOEZ9LpRLlSok5c8XnF/c8Q7s8Oq3mlFi6bDmaIUK37U9+Hz2R5cAe0a/l/MnDWLLizErYuL4XK0YukyGKZuhQiqZhGgquhDC0QEGRL0TVNZKpJFqd3mXaqIpBJHFyJQCv6saGKYoUPIkTB56Paur48ogwVTfQ/3/23jvWsuw67/ztk8+58d2XQ1W9it1V1VXd1TmQVDNTzDRkjT0D22N4QGCAESQYsGzNDGxgYAOSR2NZ9lijUbI1I0ESFSjSZmo22ezqZpOd2DlWV3oVXg43nnz2/LH3Oa8IyNNFmmIbRO0/uutVvXvvuefssNa3vvV9tlMyK8lziWG4CKOsMlYIheLICwNTV7yKvEDIuOLZpmmKW+KOpsKys8ohxtQLSm/aZkoSh9X394MmUvNvTdsgySRu2XVqmiRhVN0bw3OwDWhq3DpLUqJY3SdLCmQaV1rQjVZAmITYWlKWXGLKsqVbIIFYf79cFBRSkua7MJhhUHXKhmGMrxduvV5nOExYjdVGUsJhP8j4Uc/t46fuZmV1nUBrjft+jT/5E0VLHOs0qNfbVVfmpaUL1NsTrF5RuLhtWLTrDV7VtnOTkwf5/B/+B/W9t1ZYnDnGN3UQ0643kRSVkmaz2awwdMvQPHSn1DQ3sKxd7RanHuD4btXuXq/XK0zZshR08/3dmLv0QtM0K+chKKmH6neb9RZREmOapXa6ibBl5WkrCkVpzLUqoms41YZu2yZSGtVJ77oOeZaT6mJmnpkNS6wAACAASURBVOcUughaFAW252CWukqWzWA4qKBG0zQJwxCj1FEKggpmhO+fJ/V6Hdu26esu5loQEIYjCt1lWkiB0JDSxNgYV9ZWMDUOPt5ucnVllZdfV3Du5FiHIwcUTGIEAUsXL1WUxtPfeYwrS0s0NaR0612neOE7T+FoRcgihfXlDX29TdIk5+qlNf19dztt325cD8tFAL8LvCal/FfX/NMXgb8H/LL+/xeu+1OBfXvn2Oj26G2rG/nJT36U4UhFYSEZe+fmOHGbKga8/vpZpiZmmJ1V+NPS0iU81+CViwpPvP3oUf7gN/4tAB/6G5/CtBzOvqb0tA8evIVm0+PsS2pD3z8zw8plVVRzHNVw4fll5C1wnQBLi3HVGy1M2yIpBfxN4xo/TgthWDi6gAUFGIJiqLFIIXEcG9MuNc4VHxggQzUZGVXrv1mZ5AKYtgRhUMLiprkbvRepwhrLIFIikHleMQks06xMeIUQCEPg6sJTVhTEcVpJ9SZJhuPaVfRiGOY1YkgWngMjvUgsYWA6Dq5eyI5lYwd5JZW6unK1as6I4xhhWrjagHTSsml5PqvaCm+r28OQOppKUyV9oM2p88JSEbxeyAjITAtbL7Ash25XRWB+02Bru4c7rj7Xv6at/HrGX8fc7va38R2Dm3Uj26HFReRIZYtjEx3SwuLN7z0PwM986lPsP3iIL/z5nwJw8OBBbH+anjZB6MzsIxoqXZevff4h3v+gVfVQ2JaFbZqMt1QRvuZ7FQ9dCL1x6oK2a/tYllPh0/V6q9I3L0dQFkGvYXSBmk/FNT8rjfN8l/Nu29VhABmuYzIKS48AoKAy2hBGKVWhDRuKovo80zSJ47iqyRRIpPH9m29xzbUJIZA6qBFCMW1kKRd8jeWdGjaGZp8gwTIcsEpCgmAw7FdsmzxXEgPl4ZfLosqkB4MRH/3Ex/n6V1TvzJ/8+z/igY+8lxO3KzOMjQuXee45dRjPLy7iOiapzjj275mHPOfpJ5UM9NjEOOeXLnH0ZhXBD4d9Ll1Ukf/s/BT7bzpKqj/4Zf2e1zOuJ0J/APg7wEtCiOf13/3PqMn+OSHEPwCWgL953Z96Y9wY/3WMG3P7xviJGtfDcnkc+M+Biu//YT/42IF9XL28xoFDCjb57pOPc/stqltrZnKchblZnn1KdQd+7BOf4bkXX8D2FLbYHOtg02Nd27D921/9NR64X9l2OV6dAotLSyqy2X/wGN8+/SgtLVS0ubzM5ETZvVVQICuZUdd1lTyohiwSwCsMAs3FFlgUOv0StoPv+6Q6MnY9F8u2yU3NakkSKEDqVnnXr1W0RcctW4W1elwqEYiqe62QGZZlYulW7SzNKLRCpBQ2hknFzLFMm1yY2DrNzdOkcj4yTeXrlZQprudiuQ5JpCMZQ5BlyW4kIw2Msl1fmhhIfFREmFJgSAi88holVpISa1w8aLhE2mQjKSRmLinpx4Zrk+Rh5SATxgm2/jczhzSjiraMumCrG2KU7Iciw7ZEde+kYeDoDGpu7x68xgQiVzj+bqR4feOvY24PtgY4rsnCosomJ6c7PH1azcULV65wxx130uuqCHx6ci+CnAcfVGp+C4uHuHjmWWb3quh+z4F9jDdUx6m5aXDx/Dl8Wz0PxwDbc69hthgk+vs7totp2lV0ayAJHI9mR9HvGo0mBrs4uChkBQNVePQ1jBkTKnzeMAxsW1bv/f2MkRG9Xpd6Q32Obdsqmi77LdAKkBpusx0Ls9DzqSjwPI+iZG9hfJ9bkZQFlihhH9VRmus1UBQ5tmESZbvcctO2cUr6ZJwQ6IwkTVOEaWLmOmuwVIZR1qs818OwrcoMnkJWJjaDwZDvnj6NpwXqhtmQm24+zPqGatFfdwWuzlyG/T6W67L3gOp/EUIwMTOLY5dZlMHf/u//Pl//srK3Gx8fo6ZVT1987mUGw4TxKYXHv+e97+Ff/d6XuJ7xjrX+v3n2DHedvJVkpNqg77vjDi5pa7E7bj3JyuYa73nvgwAsr19l/6FDRJqiNdY0efG7LzM9ruhr+/ZNsXBMKdpRmDx7+olKu+Wrn/8CM5NNOrpFf01K9D5JmqQEnl9tjkg19UqvRdtzlca31m8pDIGv1RalEJiOA0npWi5IkrTCEwskhiHwNf1LSqqNVpgGnuOiHenI4hjbcAi15KphGGRJmS6CYTnVhmbZKGXGcnJbDsKGQk/mJIuwS4y8KMhlQVLSuwqQWJViJMIjjkOsQn1ukeeVRKksQEobR+twZP0BphRQYppFju3aZHph19udXTnTZAeZmYocXf6uhKandbJnOlxZ0UU32ySVkpqWDs6GPQLHrnjqcSqI07RqTSdLSDUWdWV5nYmaIGuWX/fHpxz6nxu2YXH77bfzlnZwjwY97rxX6ZtPzt7K09/5OmffUrzlU/c/yGuvvkR3pOEM0+Xy8hKJqXDXb//mb9IJ1D174vHH8R0P11T3O2g2aLheVcz0PGe3OchUlL6S5iezlHqzQaAL2sq7064sDh3HrQqmRZojZV7BG+VmXUri5nmOZVnXYO5WpYLoOB5BkFcyvVE4UEV4of1wbYOsSMmSsoV/V+Nc5jmu45Lpg7zIC/I8q76fZe4qQmZpSoGoyApJmmDYdgX5CVvJXpfFWNu2q4ZAKSXD4bCaq1JKGo1GOVUJwxDPCzA0kUCmCZGmYQ6THoePHOVpTd5Y39nizMtnWNTWmI5fY6evApxhNGBjs8eZ86rV37Nt3vW+n2Z1Wc17x3VZ2VzF1/z4YW9EXK55OyBw6+T6c53Gj7ax6K9lGIbBiRO38PqriuXy4ssv88A9irt77txbdGZmKLTAR6/X4/DRkwx7qmjw7OPf4uhtd/B//x9KjOm//bs/w4aWvzyw7yCe5dAZUzdqZnqMnfUVtlZUlLRv/yJpvGt/ZpjWbgeaU0OJyOpoN8kwbAOnpSN0Ye12huaQxRmOroYLVPeclNqf0w+QWY4sdVUsk/5ARZJ1xwbMahHFYYbpmbs6KpZDlicYuohomkYlWoQhkaLYxcHTEYgcQ2+A0nQQJd/dciArKvGtvMgJ/BqOU5pRGxRFRhbtYpyuu2sGLAyz4kg7pomZJIx0jaCQgrxIsTQWmUsL01b3qd6UpGmO1Ph7GqbYjlNJ5vpC0tER09bmANcWDHRzkxDg2RaRlg7GtJFSluQODASmxkqFyHBsmzKYLCOpd3TYCV/+2lf55V/9FwBEgz6vvKrYWnM9h42ryxR62U1PT/KNh77Irfe8DwC/5mHi8K773w3A8rkztHTEd/zITYTDsOJL26ZFvV4j1/fCcRyEVRawHWqNRlW4rLfaCGe3MScIaoTDUVWHEWI3szEdG9twKgPmq1evMjs7S1nQ8RxH8dopueYFZSdeFEWY5u68Ngzz++oyUqp1X26mURRVzXQYJoluRAJIZYoQqsFO/VxQpnyFVDWCWOPessgYxWlVC0vTFMs2Kg57lmZk2hDGcW3anQ79vlqLWVEAOV4Z5BgW/eFgN8v1G8Q6A3zXvfeRC1Hdi5mJSV545kWkJgZMz04SdhXisHTpPHeduo1aRxm1zMzMcfHiFU7coVCIL33+i4xNdnjg3YoB9dCXv8LtNyk8/fmXXufKygpHp44BUPOvvzZ0Q8vlxrgxbowb4ydkvGMR+kxnkscff4y771Lp6KC7yZ49Sjb07Fvn8GstLl5Umha333EPa2uXWH1T0YO2wh5f/9zneN8HHgQgzmB2UvV+PPyFr+AGdV59Wan1jba2MLOkSj/7O9u0NZY4GOa49RZZSQm0TWSUkIU66qxZuMJUrcEoC7cKWzRVdBJrswgvqFMUu8xrISS5KLC1LVaW5/i+SnnTLEUKyLTLkO+5RGlUYehRnKgoWgflSZJRaA0IKcHxXAwdyVjSJc+zSoLAMAxyjSnZhoUX2OS6Wm6gOPAVdp9nuE6AQBs9xwNSfU3CFJBlJFX3pcR0feyijJJy8iKt6ISGyHB01pBLgZmnyi4P1UUahmEVPZhZTquuFSCTnJ3+CFPDXq7tIEVepZ8GYEjVbaruq4WpdW1kknP5yjIH9ip507JD8Z0cH/zQh6nXm4RDBSUm3U02uopq2OxscPnCRfbvV9S2mgOtxjiGll/95pc+z7s+8EGWzquI/vhNR9g4r9bA2vIKCIGjuwYbrTqZTPFrpWSsU0EQtmNh2bsaK0GjTq3ZqOCLNE11/Uf3K8RJ1ecQpZFqs9fPeWJigqKQu1aLWtmwgizygpGmq9q2it6r1n4/wJQmtq55pJmCc3TSqiip7jUSy6OEDZ2Ft1otZJ4Rl05crkdS7DoWRXGEqzPROJYYpklPUw9t18MURgXRCGFSVgkG4Ygszxnqa07TlCjapeOahsloGO6yfCyLRMOM/eGAC+cv0mwrtlCWp2yvrmJ5ZSd5iqEzVtd1SQqD6YaK/P/s83+EgcXxk2q/23/oEJfOn2Ok949Gq0VjTFvbBR7DnTV6W2pPO/fWGa53vGMb+m13nOLsay+xo4Wy7rv7FN977jkAPvHpz7C8NahI+puby9Rck0zo1Oe2u/iDl/4D7z2iCkbPvfwCNx9Ui/rEqRO88dqZStdjFIc06nUSrb9t5gYrlxU8Mz2/QCENHG83pZG+Vek6mFKQxRmW1iXP4nhXPtcUuI6LyNVrwzjCc2qIatuSCGGThmXjTVFxbk3bIksTCj1RhkWEHQS7qSmq9bnkrTuOUzWJGIaJaVmVV6llmhimUTUlWJZdQTVZKsjSBCFKVxiTLM6o6UlWSJMiF1gav254DtFIXe+gv4NhWBX317JssqzA1AdjEobIIifXWKosqHRufL9O2O1imKWTjY1nmMQlBTJwMEs+e6dBmCY4GrtPC4Vbjmk8tJ8lGKYB+e4h1BlXC0pmEWka4QrdGi3fuQ291M95/plneM8HPsDrb6pFaGcxexcWAehvbhP2hvR0/4Ffr3P42HFiQ31Xr+ZjGAZjbQUdLC/1uXhVYa6jKCWKY8Z0fWSYFIxGI+p6Xg/ssIJfAj8g8H1qdfWcxyybXre/21AmczB2m4KSLGbY16JrcYhvObsbeBQhEGR6Q2w0GxRaQle9l6zotoYhVHHTV/NJGJZy5krL51Ig5a6mjGEYDLSbVhSGmKZR3cfRaEA0GFXXMaBfiXpZpoVhQJLsygJkBZSee+vbW8RhyMUldRimiKqONEwSRoOQkYZdB8MhjufR7SpKba3mYWASa6mDZr1GS4up9d94A9e2q98dazVIopjNNXV4z++dJdA00mDLp9WeoNB0ycBucOrUCc5fVPNiGEdMTM7z+nOKXn30lmN854knANi3dx+Xl6/y1ln1/A4dXOR6xw3I5ca4MW6MG+MnZLxjEfojDz3E3PgY8x1FIdxcW+XErYp6uN2LmV3Yh+vqKnZvi9OnH6Wn09gnHnmE93zkY1w6rxqETh67nUe/dhqAr33lYX7hF/4hn/8z1azh+xZpklM2W8VeXqWAURTRHw1xdet/0Kjj+F4VaeI4WiBINzTIAsouUsMgjCKyoXZPcRxSf9cgAmkgTJdEt+QbsvwPZEWGY9pVM5BtORRJitCNOLZpkGVZJbcrZQ6FflSWqdQlNawSJQm2bVasgzRNkLJswbbI84JER1Ce7SCBYaSiItM0QQqiSKfeWUym6Vrr6yuQ7QqTRVmCYVjKRxVYv7JKZ2q8ymauXLlStTXnaaqciPKSzeBhXiOzeq3psDQNOuMdRrGKRO00I7DsKiI0c+UzWkaElilo1UqaHBw4tMjqeumadI1t0o95/MxHlfnvkaMnmFvYw5b2OR0NurRaqgD86nPPsj3o8b6PKXPzxx99HLc1wR333K5+9/IY65tb5LrzNQtTHjmtGlGafp1uv0c/V2vg0nqPPXv38tYbSsrVd+yK6hkmBb7r42h6nVc/hyNQQnQoeVnLsVnQGbBMksqly3Nchv0+7abKgnxfGUKXkXNRFERhUnU8GqZFX0f3jUYTwxTX2FepgmkuSoZMimObVTORZe3SA/MspSggKQudoqCQglBLZ9iOU7VLj6KIYThiqF978eo6gyhGFmp+bQ9GDMOQOK2qvmR6DdiWjenalaG2awcM+imOoyLrKM4QMkPorGllc8BbOqOv+T6eDTvbaq7u3ztLUYCI1ec8+cTTnDiuCptpJhn0t6nXleBWzbV4/Y3X2bO4CMD4pMXSpXVeWVad8qZtVg5m589fRBgSW6qMdpfv9vbjHdvQDx86xD2nbqE1pr7EKOpT0xP/zPnzfPjoTWyuK76ub6TIOOYjH1AQyzceeohWrcb5Vf3vW11ef1NRHif338TD336KR19WtDEbGB9rI3WVux54NLXeeePSCmONBr2+hitssF2Ltsa6a55HZ6qFoze1NMlxdDu76ZlYwqoYj8PMQ+50qev3Ho1GGLnE0dVzwzAQFXgoEBZVS3FqgoxTip5iFkhD4DXr1QYIipsOIGRBkuU4upMtJaK/3aeuNZlHw0GF42eF0t0QssRKI6JwSBiqiZIkGb4TILRIzvr6OlvrCgJLoohuKllZUxxby3LY2hkQaLhmZXMT17SwrZI5ESj3dcB3A3a2u4yNKXnjIo8YDLZpa9qc57k0G2pT7oyN0Sxgv7Zde+PMZdxmQE87UAWmxXYU7epvS8mKZixNTU3T7w04ckwtGsE7t6HvmVPUslG4A7JgUf/80uYSjqPumetaNNoNZmYVNrq6doEjiwdZevMZAN79vg/zzLPPk8Tqu/tewOqyeh63fvLdPPy1h2gbmhmVZKwNzlTP2shDXC1pG4YhE1M+oda/cfoSIQXnV/SzDSMmmgGXV7Ra6fp65WbUrAUErsvctNrsRZFT873K3g3LpsgTen0VFEgpKiu7MAy1+1YpRWvhOE6JlmFZBlEUVSyYNE0ZaCqyKAqKQpJrzDwtUja6Qy5dUmvcsAwyPQc2+kOiJEdYaq2tbG5gGjaDkVrj28OY/s42Y20Nf9RryvYRKIoRpiFo6M1zMBgoCYtSjjrPKZK0Wsdmy2dHK+FHYchwILF8VYO7uJ2xZ2GeUAdX45MdXnxF1e4O7Juju7VVHQyFLOi0J/juEwpWbrQ8ujsRvaG6jy9+9ynu0iqcj3z9Ieb3TFF3tBzyD4CjvGMb+s7OOkHNYhipSTc+OYPURbV7H7iXUTjALNTG8+gjX2F+Ypx/9xv/BoDPfvazvPzWaxy6SYkyfe/J59lcVov8vR/7GK9970VOHVgEYG0w4urqGr6O6nr9mGVNvUsubXFg337OXFC8YMs2sKRUfGug7nmMtWrYJTUvDlncp2hJrcChGO3a4nmBx3A4YHZBy2MORwSWXUUYfi2oaGWmZZP0U2r64EiyIVLm3+eIng975OWGLmQlgctI8duFbsiI4xEGknW9WPMkwjXVRBj2+2SFZH1NzcgoyohkwetvqajgyvoGk61JIr2IoiyuooE4L6DYNakwXRtTCMJtlRW5joVjWgx0m/dolFTf1TW3EWRMjqsFtTNMMA2f7khtuK8tXaoKTQ3Pp10PGNfa9oVhEkcRrtamSfIUx3EI47Kd3EXTnLFti62tAasbagPM30HW4nBbzb+djYRbbzvJ0jmFlcrMYFP73YpccvSmY9WB2ul0iJOMJx77FgCPPv4I99/7Xq5cVBFh73KfcS2h/NTXv8zxvfPkOkOUWOS5xNYbU2+UVMdZbtpcuXwVVzfWhMCemQnCSH1uo97g6vo2ri6oZklR1UIsS+IEDueW1TXMjLfZvLrCvgW1VZhWnyJJsISKymvNOvmw1LKXBEEdy9ptSkrTtNrATVPJXcS60F4QkmVlA09BNBqx3VUZyHYUs9UdsKkt2izXYW1d7RWrW30wHEZ63u6dW+DyylUszdG3Rcp4u16J+UXhiLpea7YQpHmEb6tJdNPiPlq+T03XqOqtGn7NI9lR1zEYDcn3q2AjLwrCKCXJNDEASVBv8Lu/9n8C8C9/41d4XSpRtjQzeP6Z57jlDlUENW2b7tYap25XKETQ9Gi3pvnW15WMwMWX3+Kpp56o7lPdqfPYt5VW+qGtTa533MDQb4wb48a4MX5Cxo89Qi9T0Xc9cD9ra8t0xpWdmCFslpYUHrj/wEFe+N53qOtcY+nCZW45doIH3vOA+nn5IoOtAf4BdfkvPfk0731QYZjDK1eZafnMaGfuA2FMtDhLJnfFeHo6zbu8vsGot8WhvSqqfuviZVIpkLmKguJCstbrEWh1tZplsfmyopQ5hsQ3baY2VMpUq7lMTbQ4/5YWxg98CtfB1h1nyWiIoRt6Go0GruvQ7WrTAMPG82tkaUlNVLQwmZUNQgWDoYI+HMdGFpK4rzspo4Qoiih02nd1dZVUSxdubG8SpRndLRVNbewMiISkW6a5EjB69DWFq8gzDEqDaQPXChnTDUCm7bG4b4F57WoupGRmfBq/lGiVoyoijKOIJB5VFmFpURANhnQ1pHTpSoOrWllOOC6DMOLMRZVax0jWdraoa/jAM1V0VoS7AmIlS8d1HN48e57/4e9+BoA/e0Thze/EaGjIYv7IKcL+gJGGjMbGZ3G1HHMYDRG5RX1H3YdWw+LNV1+kruEMr1ZnFI0wdJ60fOksRw8oRy9BzsTEJK6j7nEhc2WqrCUhWmMdLq1oVkea0+0Nqk5Q2wi4snkVQ9M6kzDEMTMGOt0Pal5VR9reXmc07OJo0bUijan5AatbKmJ9/pXXOLJ/Hw0th2E6ZkXHNW2bPJOVGubq+hqN1i50mCSJckrS2eb25mZ1TaNwSH84ZFvLMb9+ZokYe9e20LBIdWScUlCkEUKzZc6ffVMplppq3XqmchAba6t5Mjs9TaIzvMnOGK3xsUrauV5vqY5UDYea5MgsJW6p13qeQ0mAHEURqZ9VmU5WSJavnufUicMA/P7v/g73vVc1Cs3OznD45kPk4a70bY7gu6e/CcB7PvRh/uOXvoCl04jm5CSjRL3vsVuO0dvZ4c47laxyT9Omr2f82Df0EvNzHQuEyy3HVTfUKIGxaTUxrl66yP69e3jtRaXlcvOxo5x+/DQf+6TC0F995RUOHjrE6YcfAaBpeAx1apblKb5vQqSt0Ryb3PURla6FINRUorl2gzQvaGmq0axlMExTRhpvG4UpmfSIdZprYzLMtFRrEFBYsKP1S4qiIIuSSg2vu91lvD1GW3NLDUR1s4c7XUaGjadT3jTLEVGM6ZQSBApzK9XjLCkqXvBgp0sSj6ruz9EoZ3Nju6JwbXf7hBoGyWXBTndIUpQa2kPcRkBTbz5ZnpOOBhycUweaZ5qVA9NEq4HpOpVnZa0W4PsuvtZyEUAR9wlTtVhd3yUeaDhAFEghcUtn+CjFcA3spoKUAmua2Un13ZM0oygMdnRnYm8Q0a67Vco/zME04kpSQQijUsarBT62bTOK1GvT5PplRn/Uw9UUwFdfep7x2fuZmlTt+/g+qZ4jZAWJK7nlVmWtuL5ynk9+5KM8/IU/BuDU3Xfxe//Pn3FkUXUXhv0IoQvnzVYdyzDw/NI+MMYwTDKtH9EfDJgYVwSDjY0txsc6ePpZISTTs8cQmjabxSn9MGQw1NdFgYHaOGemxhBCYJf1nTSi4bfodVVAEfgOcRLju+pgiaIEQ/dP1F0f07YINRTSaLcxhawgF9t1GI2GlfdpksRVbSRKElbX14lK1VDXp8iLSneoSCMK/XxbtoUdWMrJC/D9Dn5gMaFhO8swqQc1Gg2tmWQI+np+jbfHCNyg+lxTSBxvVzHSMi3V0a3XXhxHlaRElsSkeV551461OwgJHV38NzsNHH3QPXL6GxyY3cvZN5QirFtrsLG1zLvuU0Hp6Ye+wX3vey/dHRXUvfTki+ybUdDOmbPnMRxBQ6/jzUGX6x0/9g39g/ffCYAoUg4dP8I3HlUn1h23/xSHj6iGi4e/8WUOH1zg7DkVDX/0Qx9hu7/NxoqaVJ7XYnJsii/oaHlh/gDxQPNZh33sdpNcPwTH8yEzyXT3kO0JAl83RZCrSFTzZr1GQD4c4jkqKh1vWYxGg2qjsARMGBqnswxsx0ZUEwPiNEGM9AQdDrEMUxkeowSQSsZIzXOoBWPkur1dmpLc8HHKKMGQFDIj1xN20B9WmHIuM4hsRjpKSBzwagFxpmUFai413QI9GI1IkoRpXeBpByam6RMGWkAsz5BFgVNoYSLHqgSNEAJHSloa15dxTJpEWHryNjpjFDnkuticpDmu9vzKhylGkTPQBr9Ci2uVGK9hWaCjLdIME5Mx/f1cCpLEJBpXz2B1a0AmC8KRLlw7JpaW3k3DEX4zINF+sfYPoYf+oxqbyyqg+OCnP4EXGCyvK5uyY8cPcFVzj5M4xWsoA2OAeqNBd32NDe0bur69zcbaOpnOmEaDPlahpSVMl+EoIq3OfJM0T7ig9Y/27N3Lsy8qieg777iTJJaUHXOWCVk4wtHzXJrgeVDTPwPYRikEl5OmUWUTZ/o1ZJ5Womx5nhMnSbVJJ0mCrTfDOI5J84yaLn47jkM4GnyfeFeaZRTXNBb1dETeGwzIckmiGWY2BTLLaZQHWJaBbiwKfJ96o1UFF4YBvu/iXaPPYtsw7OuDHqoN+vnnn2d+337eOqueyYlbb6VIIryaWpstr8F2r4+r33tpZY1JXdzP85w4iqq60ltn30QIQU/7j77wrdP8rc/+bQAOLNzMTncdLPW7Bw8fRJzNuLCkalB79+2l2WpW5jNxOuT11xVba2cQ8jP/zWf4yn9Swl2tzjjXO25g6DfGjXFj3Bg/IePHHqG32+q0NkTOzOQsNx1Q+JPMEvpdxe+8++5bWXrtFSyNkb155k3e/94P8/Uv/ycAbrrtJH/0h3/KMFb/vrRylZG2v+o0a1za7GLp1McaRuRpAbrb0wy8Cr4YjkZEScaCrdP/OCUKUyYm1Yko84xmMFZF2cPBAKnPwDSNSeMIyygV7gDyChMLGh5JkVYiQPWgVpkICCGRYxcGzwAAIABJREFUZgq65duwTBwb4kSlX5bhEnguhVAnv9OoY+u0tl+kOL5L3FffIRrEygZOtxALIYg1rzyNYkwh6WtWxSiFLA8pNL9dSBCGR1e31ffjlHpJYRyGCGGSLalnsjA5Qd23MEP1u1vbQzzLYXpa1US2V7YoNM/eMQ1sR1SCYa5QTgcVOzkvMDSu6noug0FIrGEw37WpOxYN/V5mo0Y3CnE0tSWRJkMNFTTnF/CDGoW1S5N7p0aZam9ubTNhBEQa+53bs8BzT6seiVrgcPs9d1LXUIApHLqDHvsPKqPgR775de695062lpVC33JicGVdQU+56dFut9nYUJnARm9AdxAjtWzDq0++RKTrKM9/6THanQ6XLqmaVOD7tOpBZeHWbrQ4uGe+gsTaLZ89k4qKZ1kZzfau+UU4HOL7fgVR2LaNY5vUaho+Czw8X2dXvofjONXvuo5DFJoVRJamCbZlkGghtiTfzUINBPWaX8kx27bNME1AZ8RI2Hdgv/6zwVirWdGAL1y8zNLqDq+fV+wtw3aI04xU1xfWujuVIqSQAuSzxBqXdh56moZjcvKIeu99c5OcO3sOT2cZaRyxf15BkmMNjzyPaWtoJ80ERZFS0ml+9Zd/hSdeURTURIRMzi1Qc9S/be5s0hmfYkdDw4N+l+VLF6hPqL2mNtbA1NnXkWPH+drD3yTSz6DQwoPXM37sK2CqoxoSao2Ah776VSb1zTp8ywzf/MZXAFicnWbt4nk+9LGfBuDc0nme/t6LNHSR4/gtt/Mv/umv8577lErdmaUlXruoUpmG77K90yfjGmu0ImOUlo0EdtUMI6VBnuc0Gm8CcOrkCWLT57lXVDq2tb7BVKPBgt7gJ1r1Slc9qDmITGKKkiuek8kYtDaFayi96dKlyPFtIk3RajQaYFuY+r1Mw6YoMppNhbsalk1hFJjanso2BZkurjRaHcLRNoWnGzISaNQ9SqbYoB9Xi8QtPITp0dU0sdRI6OY5l9dLOQKYnJ0i0vh7NorIEgUHTM/OcPNNR7l0SW0ucmaBbaksuwD+5a//a7x6wLymbU7WPI4sqIJpy7do1FzqGr4RlsC1zEodbzgaVbWUNMkxTRPbKWWHcwInIHB0O7nIQAjSEmJKigq6SvNE0T118U++g/K5vb46UC9ducRE5yCW1vA5f/YMkxNqsxwZNrmErS21qNc3rvDJz/xNXnleFXMbjRpu4JPqjfm5V88yMa2KoqfPXGZzcK6SN+iNIuVWpYMT2zaxSss5LNKdEbau0UjLYpgblR3icLvH0naXGf3spjoNXtSKkMcP7aHpu+zRfQHz4222trawNCTjOhaB52Np1VFDUv05jaMKXgEFwQRBQJqWshQ1ijyj0NAJUGmeS9SGX8n4SoHhuNiaaz4WdCpJ29Eo4vnX3uL002rz/MzP/ix7DzRxJtW9eviR00RpVik1mlaAa+xSJ6N4RL2u1nQjaGIYksdeUdDVY6+fJ4wyHH1dM40aF1fU89o3O48kglzRnBempvBdqyJNXLh4kdVLCmobW5jEFFSU4HZnjJeef4Wmhrk2ltep1QImJtSamZ+f57kl5UzU7O5Qd2w+/BFV7P8L3SR5PePHvqG7ugJuGAZ79+6tokXTlCwuqgdSRAmjKMTQ/3bzsZP86R9/jiM3q2LSb//WH+A0JvjDrz0EqGgSLVuLzEHISqipUa8TRQV2iZP7PuTapAJlgtvuqBP3G6cfx3cdHC22U0jB9PwCQmPu33nxVQ7vUTj/3oVJZqZaCC3RGWcJ3aHipoJqlnOKomo8KtKMmj6QZC6hMKpoP2jVMGReaVGYjo3rOsSJ2niFkNR01JT0+8jUAc25za2YUEoyzYgxjBpC60+nxoCtaMS21g4ZSJuTd70P84wq1ExMdHj1pZc4f0FFcrbjMdAaFmcuX+Vb332SsTG1GX398UcZDkIsnSk4fp0oLTijm1MuuS7rkbrn2ztbDEZ95vQ1nzi0yETgMt3U2ZljM9hRhR4hAZPdrti0II9zrKogLAlsi5rUwlJZUvHz+6MhMxMdzp9TDJkfxlP0RzV8zRc/vO8wblADQ/HSo+FWxUQpgBdeeJ677lFcZCFTzr/1Ohcuq0OzWfc5cfI4Pc1bD902z+suxWEKNkbFEJlu+UzMTGLohpjNbpfx2ZKBJGi32/zc//RzAPz2b/8mw9GQtVWVbVl5Qdof4mjZ3KWzF7j/PUqy163XeOPsK9S1AFUyiqk3AkKdAbq5EugqrQc916k8Qm3HIU3jXRG6JMNzTHKN5Zec9EzXT0Qhcazy3kjyPCfV0a7hOPiyxkjXr7rLG5g6G+6nkg9//OMcv0vJbT/x3e+ytrbF9kAd+u95/wfZHGyS6hPsfe//CM9+T2mY/7P/9X/hf/+Vf85mL9b3rc9gZ4dJPf/mJsbpri2zoXsbVsKwYtqc7Z/jyJ5ZTK3lLN2Iumcxq9fit7/7HdY10+jgLYdZvnwJXwdpTzxympN3nOLcGXVw3nHPvXztq19C6tfO7d3L3EFVDL9ycZmpdof/9/f+PQC33XkKvqWyj7cbNzD0G+PGuDFujJ+Qcd0RuhDCBJ4BrkgpPy6E2A/8MdABvgf8HSnl2/LGpOZa5nbBIBlx9333ArCztVlhcTJPmZyd5DtPPA7A4aMnufnmwxw6rCiO//CXfp09i4sETRVZi35IUCuduFsI0+Cqxh7TomBicrJqXZZS8oZOLycnJkjSEe0xFXXfe999rKxc5JBWbqzZHk89/W1qmqI1u3cff/9//CwAv/RP/gknjx1h74yiivl2Dc8VhJrZEQ1HWA54HQ0lGHllxmx6Hq5nI4VOPbUsgKOjPCuTOJZFzVMt4kke4mq8MLVGCGvX5CFOUgrLrLrXusOIDd2rvBImWG6Nfdq9qd5o87WvfZGeZlE8O4qQhsnsHgV7Xd3cpKGjvL2zCxw7dpxnnlFp4NhYm9m5aS5cVKnphQtniePRNWbCBW9eUHILBQambXFJqyuuvvAmRpHgaqjrrqM3Ma6lCixiXNdADlQUVCQZIDB1J59j2uRJiqNrILkMKTTs4Ds+W1tdksk2P+z4Uc3rjsZVbcegQODrNDyNRgx6Wj43COgNM7q68+/woZuJ4pi5WdV93BlrkMQpiVbZ7KV55bTT8mu0Tcn0nHo+B04co9MZ5+XXVLbl12vkOro9ctMRlpeX+cynf0ZfXcHRowc5dotaPzKPuXT+Eh+8X3Gmr5x9g82LSpp6I8m49daToBU7h0VOy6nhlI5ZngeyoFKlKLKqXuU6jqLTlkYmno0wJJ6G3rIsw/M8kkqO2mN9S0X+BgLLttHd7hR2TdXDLqtMp9fb5v4H7gHg1N3384XPf5HL59Rc9C2Ln/qp+7lHS4NEGfzO7/8Ok1Mq4//iF7/Em68py9gv/PlXyGTOzTerusXUzAKN+T10LfU503PTzE+2WdXd45dXN0mEdjvb2mZpebVy7drpDzmyZwpbV4eOjO1jQyMFV69e5dvfeZL3PaBoiqfuvB3H8yg0xWc0GPLgBz9Crrvhx8fH6IypvSTuZ6RRxJTWuZqfmeN6xw8Cufw88BpQVkx+Bfg1KeUfCyF+E/gHwP/1dm+S64LJ1toGc4uLFYe4v71ZtdtmachNx29mUzdnbG6skSYRgW7fd2yXYTTi6hX1EGzTZkEX59pjY4RhyNqqggKmp+ZotJrcdJOyibq8tMTiwRLTs5ifn8HXE3Knu0kSpdx3l3oI+w8t8uCHP8y3v6GKsS898yT/2z/7pwBMjXeouTUs7dKztrVCrdGo+NKGCQkF/VBNWMdvVqiQ5VgErTqutp+ybAPbdShBTs+vMRj0QTdK2I4g06m2iUSQE5ZNFoagMTbB6qZK9fppTq4PoMML+9nq7tBbUfWF5559iqQomNM1gZ998EGsTpvPfe7PAbjzzjvxtW9rnI340lf/Iz//878AwC/+o3/MnXfeVdnzzczuYRj1WV9VVKu77rmPpm742VhZ4fkXX2RbNxINAcex6Os58PBzrzKtN+G5RsC4H2AYJV1NUnMsXA17pcMEyxDYGgNtBBZxVy2CpUsXOb5/ntlxhfcmybP8EONHMq/HdSOKQU6WRsxq4aut7S0aus8h2tomjaE3VNcfJhGPPvYk992tNqpDhxfpjE/x5T/6AwCsYsTsjHpWLjDebNNpKGy+kUV4yYiWFuC6PBog7JLil5OJnDtuV+44RZ4xPTdHf1vBXEYWsn9mmn3zKsVfnBrjyjl1GG8urTLc2CLWFNR73/tutja2scrmId/FEbLSwbdcUdUwLCHxXHD0a4VA/V4lwWwpDX5NhR2Nhjh6rg76Ayzfw0rUYd1st5DA3IQKam6/5TjPPPUUAC88+TyuW+Pg3CIA/nSH+x+8D9tS63pgeZw8cpiVVe0rvLhATTuLFXmM59er+tTERJvV1cusrCnY657De0l6feyxsnBtsaXFx9rtGjs7Axp6DaThiEOHD7F+SR0sq6urfOITnwBgbbDKB3/qXWzoPaxWa/HUY9/m2C3KKvPA/kN8+eGvcGBR6RC98eobNLWnw/LFNYaDkMV5ddA/++z1z+vrglyEEAvAx4Df0T8L4H3An+lf+X3g09f9qTfGjfFfwbgxr2+Mn7RxvRH6vwZ+EdCSa4wDO1LKslx9GZj/q14ohPgs8Nny5z26K/GNl1/FQpLEKoLdvHqFtqcu5/LyFaYP7KWtJTqHw5D6RJuvfPVhAMY6LRbmFvBKhomUGFqmNtuSNF2PO44r4a7V9XWitQFXtAGE7/vM6GJdnCTE3QGZVCmxbUnefetJnFBFMvnWMlYcM99WhcGZd3+Q5VUF5Wxub7G8uo5pqvTy1K1HGcUZmxrqIbMwiwzHUN/JMywCXQCyLZckSZAanqlZFiYOufZQHYQDTMepouG8yMhLWQBypJQ4ro7msxqO4+PpYnO7FjDZVvf4xB1385d/+Zcs6Sh6emGR95+8tZIPbnYCfK/GR96lMpJHn3ySQ7eoqC4ZOtz/7vfwxBPfAeBvfPrTBI2g6i4c9bosX13i0B4VRdx78hYCrUT57fUrzDR9XJ1V9MKIJE6wdFQ0ynLWtMJlr99jLHCY1ZDFVD2gHydVSl9vekpKNNRR0U6fvqU784RDN04ZaTngijpz/eNHMq9d26y8VZuNFrUJl6U3VYpfOA3m2qowdnWny/z8FOPj6uc0Snng3ntY3Kci5Ue+8TVuOnKCN15S6f4Hbj9BqN1/ZibHGQz6eHVdrIwinnv6WWxHRZJzdZeGzhKccJuDTZvWoooGX33tdfxkwMK0ivbt1KPuulx+QUW8lpT0dHZcr7mESU6aqSzij/7db/Bzv/iPGOkGsiJLSPo7pUc5aZ5T08VKkRcUmUT3fSGEwLJ25XID1yMMQ0ajUnLapavdnBzXpR/HTGn65CiO8IOAhq/W6u/81m/Q8lSGfsuJEyyvrdLcpyLauekWbzzxOGhGjEwjDgdNWm2Vta/tbNLsqNdub6d4VsrcvHpt2O2S9Lq8/6QiXJx++GGm56dZ1NDjTLHKB+9XLfjLK2vkaUx3SwsKTh3AYsShA2q9ySLj9deVR3Kt2WDiwAKepib7nsuJW08Rasi5H/WwgKvLihVTa7U4rqV1l2oOphhnq6+eSb+n/n894203dCHEx4E1KeWzQogHy7/+K371r+SMSSl/C/gt/V6yNJ9tTXRot9sVZxWgp+GJeuCytbqKWNCslyyj1dzLk6e/CsBip4EnUxY1BbIReBWVrdFosLG5iaOZKWOiiSUM9s6pReP7AQPd2bWwZx4hDEaacuZ7DqJIaWtoJLywRBYOmdHpP7bFuKtwrXC2xetn3mJ9WUEd3j23KieiWC2qfhIiC1FpZFgYuKZKL01DgjDw/Xp164p8RK3EGoWl/q6SozWran+RhhRpRKKZK43mOMMoY2paLYTJKYemttj7iz/5PTZ2hkw0FZ7bcnOKnSvoDnB66wZdBA2N037qvru5vKY2/4Vmk9WNDTb187Jcm6AusE1172q+xacevI/NNcWcePQLf0GnpTZl17V43z130N0spXd9rqyssLatYLBUCmxD3ZfJiQVcK6OmJQY6dZ8xz6sUCdNwRG8UVQp9ViYJNNPGbLfZ7vcw7FIrpWTuvv34Uc7rZuBJqbtt8yRCUCPWz2d6sk1voBZkr79DlhbM71Np9tWrl9m7/wCp5kjv7OywurLETTfvBaC/McLSWkdjrTEkHYLScs7zOXVoD3XtCL+ytkGcqGe11RsxPTFNrmUq3nXTARzXZnJCzd1+f8DBxT14el5LmVWbbDgKkQgGunv1xOH9LJ17k9tuV5va5UvnqbkOrllSRXMSzR2veY5qiy+17oVUXZuaupumKaYpqsM6HCWV6XohJaZlVb0E+WBAI5hgW1M8P/KhDzI3rdbw2GQH27bJNexTr9W5uFQwp4PFJIpZ3dhk3FXP4MCRvaR6jpv7ZjGMXUs92bYQe9v4mi30rmN7oUiqvpYkaaHjMMY8E7vWYLypfnd+/142r15lrKUOaAFs6wNqZ3WN7rDH3B71rN88e4Yxv4al4abNzXWO33JLZSH4xpnXKonvhcP7eOE7z7CtGWQnjp3gTx9TG//bjeuJ0B8APimE+CjgobDGfw20hRCWjmYWgKtv90YL0x0uryiKWbteJ4wiAs0/np2c4KknFa90amKCxaMnuPya4oM36m2GowHnlhTOd+LwEVZXVpnTLbG+ZWDpxhM/Tzgw3sTUwl7Th/bgOValTZFlCbnGej0zpjAsrKAUwgekg6UXZ2EXhMMCR28gVmAxpjdhadocu/lQhSHnaYrr+hUPN6n5JNEIWz/AXBYkmuNtWg1sy8Irm58cC8c22dTSoY5h0PBqldwugKUnb5rlWIVFo6muIy8yXFNia5pZjoelW/0/9emfJgoj1esNtCamWdtaJ9WbjYGgu9WlozOQQRzhGNr0II2Z279ATxf0ZF7QbjXp99W9CiZdkjxnwVUbyvSpmyrdkd6gj2EIIlddkykLjkzuYaennteF9S362uouMCI8DMa1bryimwqaukAcyQzMrKKhFrlgqHnzw9GIwWDAuI7EfkCDix/ZvG76Dp5ZerzmJKNBhRu3200uv6V1+20Hq9HAKiVW8hSRDBlGaoMospxzb7zGkm6QmWxOVV6qve4O7XaLNW2IMD4+iWW5DHoKJ57o+BiojWXf/AxBrcHGljpQsxz27dtb6ZW0W7MURYrvqc995cU3mJlWm3003GHPzDRtHbhIOUWj3eCNN5VV2tzMPNGgv6vDbprVhm6bEa1ah0QLqbmBT3SNln2eS6IwJA51S36aILXzjCkKaq6D1AXV8bEOSRzR0cHJzMxkRY/0XJdao06km9EQ0OmMEeuMN05ibr/tBBcvqns1PT1NcU2zU5ZFrC3rZ+IEFHmBo+Uyao6BKWCoJQmCWo0t3djjmRLXthC6YGzmGf7MOBS7fgnl9TbjALMRYOgGuTtuvZWNtXW+94zCwz/68Q/wrYe+i11Xr13YM8MrL6is7ubb7uK2e+/h5aeVdnpyDW//7cbbYuhSyl+SUi5IKReBvwV8U0r53wGPAGUZ/e8BX7juT70xbox3eNyY1zfGT+L4L2ks+sfAHwsh/jnwHPC7b/eCopAMtTN33XPJs5hhV6XScTxkcb/CYwPHZbu7zkinffWZabbOX+bWvQqCmZ0eZ9TtVxGsZwlSnW4iMkzPo9CyANtbW4hCkujozXMNWg0FDUQ7Gb1BSEvjt1euLLFnYY4rS+pENgwbrxaQ6w7PKOwRjlRsYlgOSeAj9QlsGRZRlBBqSVw5iqnbDq4+M23TQealgYUyhzB0QFkkMXFc0NTdhYWhTHwLLaMqi6wySQYDu1bH0R11cRwS5bKKTv26UwkNiTBn0B8Q6ohoZWONjdVNZnVHnet7WEVBrDMDz7Wpabuw2X17iKKIjk4vFeukYHZWRd0CIC/INcUuikZgqWto1F0sy6AR6AxDC5PNaAx3//4ZRjqaMnPFfiiV80b9IYWAREeThRDkicTQGYpvGYxrad3tjW3yPOWlNxUNNUmuP5L5/xk/8Lw2DINGoGUcDFi9eBkraOjvM8LQlMt64HPh0hIn71SWc42gRhzFjNllB+SIo4cO4OXq57ULKwRlFmfbhOGunLFRCHzbqWiy8WCIF2jIrpBsrYekZfRrmAy6K3g6WzSyBNf12NKOX3vmpjA1NLhvzx5c20InsZjCI04j5rWDkW2ahBoeAdUYVma/lu0qpUb9fbJcWRhWDkVJTJ7nGBpuS6MhedlkZNkIw6DQ80CInFZ7DHRmZjt25fwUDSNiy+Fy2cUsJdPT06TZ7vN/6aWXKohm9eoyvo7AY9NGGDklkmZpqYJM38ciS0myjLpmoA36fYKa+nOt1qBeC9jQWblpmKrT1dQLOc8qFUrhe1xZXyUQun6yfIXbb72Hw4cUXfKF575HHPdodxbV5xYZK2sq27qzbvLCC5e5fEmz+HTX7vWMH2hDl1J+C/iW/vM54O4f5PWubdEuceJ4SM11Kk1mO8sZDlSac+Seo4SZBFvBF4WUbC+vc2RR8cXb7Tb5/IiG9j0sshSZa6nMQiqXcr0Jd/s9ZGEQl847wMa63vylgeO5u36KrsuZt87RqKmJ02i1MTyHoebNujV/F9pxXaCgpqGONJcUwy1EodvqjZy0oNKBwdjlVluWQZ7LayQ8BaZpVeaBrnAxJGSlT2gRk1cKdQIDZUMHSrnQTmMcXRS1HadyVW/UfLJRhKtxSseuMTU+zdXLakIOh0N2dtZ2u/XyFE9j2ee6m5imWWGcGTm2sSurWgtsDNNF7+dYllkVW82aSyEgzxW24PsBpmuTp+oZOFmKqYt9bi6QxGS6RlALGvS7/Up5MhpIbCGIyvq3Cam+F5OdBoNhn1xj594P2Sn6XzqvpZQ062oDNw0TyzQo9CbuWAVC9xuMT85itibZ2lLYaELBmCmq9D6NI66eu0jS14qWtRpOuaHZJu16u1JM9OsNDOEwHJSBDNhamz6MEkxTIrVyYVFk+IFPpOsS4xPjDHqDqr7jun6lrxLUasg8x9ZqiwKBg4OrC5JRPMJx7EojXEiDba1PYts2YRhVvHMLgyxOKkzdlBLbMCstctd1STXEUsgCDKMiERiOi8SoNnxT5PhaX8VvWYx12qALt+fPXaLTaFSaMaJeI2012NIa7kePHq2uURYFtfpYpb0jJPiuR1kHL4oCKSWl8rNtmDiVlHDM5UsXMSoN8ymyNK50iUzTJtZ1r6g/ZLLe4rUzCiY+cHI/jz72GL0NFaROT9TZu2+ePftUj8irb77C/LTauC9duMTxo8dpeSoAeuNlBb1cz/ixtv6necZ2X1WI9+5dQEro6RZw3zErRdXBaESr2cZrqptupAlpkdDW+LTMUvbNTFbNHKlMKZLSFkogTQuhI9YkSZGFWW2OOCaDqNw8mhiWVcmIeqZNr79T4eCD/hAjzWjX1c/1dhNRClA5NnmWVROuGI4o0gJTk80DS2AbBq7GVkVhYFrlYhzHCerE2uTWE8pOTOpdW1oSISTohoVCStK8tGAzkZnAcbVYVRRhm3bV3JGSVswHgxqd2Qa9rppETlwgLIMp/V55ZhCM1asC0Kg3wNCLUeY509MzOHrRL1+5iGGZlZVfmiW0xzq0dQt4mqWIMhtxTRzPIdSm3kIYGIaBofnJYZ7R1sW+pLtDOJCVpAAyod1qsKU505OtutLjKUuTYYSlD4YwVEbar76pWCHiHep7Ngyj4lPXTIdNmVc6//3eBjNTKrrtdwfE/ZBCMzmEECyvbnFiQRVBZ+ZnmK11WL2oCmBR1K16JOpBA8vz8XUmICwb07AqcbgojiqTYdfzKIRECBVsuG6AYxpIXf/xLRenZVUHf1DzMYXu8XBsinTXs3bQGyAtg7KSXuQZtmkh9WtN02RaR+9BECARVbYoTAfHNsiLMtMsMAxj114wijD+P/be9OW67Ezv+61pT2d4pnesKpWqpFZJltoybtoOcWI70OAQCCQEkq+ZwN9MIBCSPyFf/TUEggkOxAkEYyckDibGjh07dne63d1SqyV1zfWOz3jO2dOa8mGtvc4rYqIqRS4R8S4Q9bw6z7PPHtZe676v+7qvSy8Cbib9nIuVNgbG4UC9LLzoctxaG24ubzjPxch7f/KMylQEmxZ4pQWdaVAx+99+8n7Z7Iw0KG9xeQMzStM1FbMt4s6EEErQ3ZgKKXOjVLvhve7bhDz/9oc7XAiY/I5IKUujnSMwjY6LHBwa32HUzHe+9U0APnz/x+z7Hf/7P/ivAfjzf+E3cJkB8/zJx2xOHtD79F5+8vFzPu943fr/erwer8fr8UsyvtQIPYYjtWhynqfPL9lmqttwd43LymSNNnz22WecnacduL+84aRq0Bl0lkZjqqZ0nW7bNSrDJqZpcD7kCDfhklJUDK8I8keZ241V5PRkVcSDEJ7NZoV1C2cdqlVd8MK2q0q6GGaLCDDmrr/D9UvmecblNFeahAn6nJqu1x1dBiajqIkh0GYJUlMp+v6AyTxtqSSz3ZeOOqXqktaFcSCGkRjT99RVhRSew5iuqVltERleCmZH8JLN6RIRJqx6nRkysw+42S2d2rx8eZlb72G72XB9fc2Ys4jNg0d0Xf2KOp7AOotZoCCjjyqWMgmPKZNTbyMhqMJSOGnPEnUTkF2T7PNshmCEYpxH6oyz9ranUhGRISYRDCHDEKO7QylBdBnKkr8Y+dy6qiAzo2Y7IUTk/fdT1vD2V97kB/80yScIWVGfX7DapKjz6ulzPvjwI978eoIST05O2L244eXTBIl97cFX8DlLM92KzWqLypGmUgrrfLF3a+quPJu6qZjnuUSLbV1RG1Ow7aZuiTGUrmbrRnSe1zJGrPf0GWacgiVOFJE5YSMyChYiupSyzE1ILlJLMiUkOOsKFTFGgwmvTQ6kAAAgAElEQVQBufDWhSyWei4GhJIF/gzTBFFy+zLBUxcX94sAnZ8tq9WqiLFJEahNVTIF732KsvM5KqkKTTEEhxSRVZPrVSGw298iQiz/lghcXltWXYfPLB4CdKuj29HtzUuaui7SvHaaqfL17PY9IQSaOmU+V89ecH7/lB/meRFD5PzkHn/2z6Y17vmTZ2zXaV60pmV/+YQ3c7fxO994D377p5KtgF+EHnqm1N32PfthxxtvpJb8l58+50xnv0Q389bjN6hk+veT7/8IO+wweYEwzQoZBXVOMau6ZrQZgrAOGSHmyXpy8YBxcqzyRLl+/pJumxa4umuR6ijr6qYRrRTrnCZNBNrtuiysg52Zsz6JDJG7uzv2mXfqfCD6oxyoQaKkLIqRUkrmRfN7JZAIbE77gk+44mIR5v2MxBRpVBdsKYoqHFJRJFYn6wmzLZizn/qji5JvENrgs5WVdQcQgXpp41Y1sq7xIZ1H1WjqDAt572nWq5IuCyIyeGR+MYbhwGq18OihaZujrouWHA57dJY7bast8zxS5RqCChKXFeyCatlsG8ab/NI4hxKCKue8hzCx6trSO7AXHpUX9xWaKUbGefGd/MUknCGEUocwyjD0M29/JfcjaYnNC8L9RxfcjEOql5AkLDZNR8ip9ne/811+++/+PTYZvpn9RFdlOFCbZEmYn4fzie+9yu/AMM1lns7zzHq1Kli2UoraVAWy0EiUUYxZkrg2hjHP6zlGhDTFRq5uGw59j8oLvhACIY6wCjGWOTHPc5KMzptOvz/QrlfYPC+iSHZwY26Sw0jG21Q/qFcrIrG4gymlkEqxyVCQkJ6QYREpJUKIY3DlBYf5UDa3tm0IQrJulkU8lPfSufT3rT46MAXvyyZkjGEax3Isa22Z585adn3PnN2zjO5oVy0vh7TpSKGx2bu0rWoOfc90k65vFJHdbsfpgwyDtYJP3/80KXMCtQhUTarDuHhgGmYeXqT359f/pV+H/+7v8HnGl7ugx8iPs2bEu+/9ClP0fJR3rNmOpVFAryq+9zv/F+99K3W62cMeOXm69bKreur1Cq0WKV4FIUUUWhnUqiMWQFWiQywc1ZOL01caHwR2csjM05ZotDFlB24bg51mbG5qOez2RXO6H/cM/UAoTYWRyijmXNkUMvkTylcWmRJRlMmVq//W0nVteUmUSoU2kUWopBN4tyzgAhV1AYyVkRglC0tEal04t9M0EMcRcuQ6WkfTtqkABRAcAY1SaVFYrdpi7OwHT9u23Nxk2z+VcfD8vU3VUlcGN6X7HvoJLxa+saQ2LVIttmYj3g3U+SVyLhLzfdJYoh+Ll+nYW4SN+Glp1PH4GFhYCclnddEAbzCjw+do37mfC8vlCw8hoMpGDNYGzk7PePk0MaU2J2eloP3kyWeY7TkffJaira+e3eefPPlHfNOnef4H3/t9tJTFwi04T7XO+vvdCl1VR6MGkRa1Od8nrXUpYHddl6JdcTT+eJWNMs8jlTBlA97tdmUB8y6wXtdUeVEW3tMZQ8wBhfURqRUme5lKKY+YuRCM1qLyPFdVygpK86CUSV43F1wnO7PN9m4IQYyRNtdk5nkmxlgWPARMmd++2qx58eIFKtcmDocDjx7eZ86bwTxbRD7eco55iqCFZJ5mfL43TdPghCgZ/jiOVEqXexOdx+cAIoRIJTSDS4VoqRXTMNFkDZ2bwzXL3OwPhyTPnf17lbd89tlTfvXXvgvA7/7w91itV8Wf1AV48kmqndx7fIoPlsMhXe+zF6mg+3nGawz99Xg9Xo/X45dkfMmQi2Cdo4/oLVoY6pxSmtYj8w67v7lkdbph2e3Gvueiaxlu0s6oWgMY5pzmbk5OSoShtUZqUaCCcTwgI6wyPkWUpc1ZG0N0DpO9n2QlEMTSGu8cNKu6SANIIXD5b+PdAe2LVwZBgYgRk8+pMnWGDjKuWXeYnFIJbYiYgvkao4BYLNti9CgVWLLaICLSLKYcASEG8AttUSBiVbo0Y4S4UMq8JfqIINMHmwoZwGYVxOAd0tTIpUqvDDnwQimF94H1Jj2f2pGoiMV4QmPtXKKXWkq0Wtq4c1qc4wUfPE3TETO7RsZjtGVUkjheMFqjNHYYiguOkYK5n9hmGOKp3WPCQoOb0YICYbh8T770ESnSBKau+PCjHxeziZuby2K9t2pb/Ox4J7eDz7d3fPXdd4oL1Mc/+gh7N3CdJRMenN3DLTCDMcyzL5S5EAL7w4H1SeJIp/u3ZEie6Bx1jrLdbNmPUzFRNlXFNDtsnjPO+mJx6CXY4I9zSAgIx1Z5ZDJckaXFwCEy9GF0k9ylctRpdIp0BTn6DxalTMHUu66jz3BnCAEhRHmPq6piGAaEOHb/1pkWe9jtuX//fs7W4Oz0FBkpfxtjovcuw3tfMpuqqpJMb64nKCmx1h5t87QpsBKkeXzsdPWs1+vScVvXNbe3txhxzLyPzcqJ8bJE+kIIHty7x+/8g6SfI89q7j96m0/e/yBdvxVsc22rrtaEMDL3Cc79ysPPLw/9pS7oUomi9bzpthyGkS5T2Q5XfeFwPgyB9ckJ01XGp+923KmZNnNhFTVN3aTVgETr2+SGC+sDco4IsSzwqwStDEuqGiBDO4PdowSFeuiDJ8wzMi8Yrg+44QiFRGvLw4xGgglJ/5nkkylCLMUUISW6EtSvWHK5XBSsY4d3vhSlYhRIIdEypW4RizGqTFCpPNOUNzNh0cGUxdI5h67rwuMWIpbJKr1ARoXLeLs3BhE0i/WmmwVKKy4vEzyw3Z4W3D7KVFuQy7HaFjfP5fNKS6Jo8Dm9rqqGKUshb+qK/W5XaHQJeoI+C3I1VU1YnJ7shHAR8gsnZ09wFh3T7yojaVcdl08S9dIYXTR/DBqjYqLVpYnAL2wsN9XOrLsT2hyozOOYir5AvxvYPDpHhAX6cEzO8/3f+37+fMej7SmrR0szmqHr0rwOHtqqKVRXU9ec1BWL/Mw4TXSZDqi1xjnHTRbcOj8/p22bUvgjRob9Hpnn7qvwhDaaGOMrsKBFK3WUyxWibL7LOS6Lv1YaqVSBICbv0EIQyFITUqK0Zp1F99jvMPkdGKYZ70J516qqQimJzeuFy2sDpCa3yTrqvLmNIeDcjMnwxuHQs92eMCz1LqlY5brRPM85WPH5cc2EEND5XRN5gS/NUc4d77kx7Ha7cq8W3vvyPevVhuvcpKerinG3L5vXNE2M/cC+T+/Irzx4j+eXT9nke+GeXXH1LP3tb/3Wb/On/syvY2X6d5+P/3nGa8jl9Xg9Xo/X45dkfLm0xRhLCnl3O3H/fMtv/1YS5FpvW0Sm4rl5pu1Ouc7GzwjFerMhLp2GRLzti4FsHCOH3AVn1msG5zA52pVSMc2+GAhrE5FZ8lbYAFoVM1mJRFeqFBU7rZjtBCX99IUuGGNEKY3OEIsXnqmfqDITRxlBVa3wLrMfupYqsz68s+iVLrDQ4g6jm9wkYgPdekWuKTIOhwKLRMBPw5HJohQheEzmD7roiWJJgWucHZHZBsZHQRCO5cBSwf5uxzpnPm4YqHL7eAyB4G2hf/pJ4e1corppCqlbNj+TKD1Nbs12PrJa38MvkqvBM/bHaGW325WU1mWGiO9z4ck6RBTY7OxSaY13M3V+RusoaDIN89NhJEbHLjMJluv+skeMFOhJCcmnH3zM/Wwe0dYN6+yWdd6uudzvcFleoTIVbz5+g/v3kxDWP3nyD3l5mPG3qdB8cX6/FNKFEFxeXbHNxwoh+eYuEglNtyrQRlU1VMqViLytam5ubkp2JWQqcK9yk5jWqhSUG22AWP6tRIIAF9EssUAQhaIqFo4BkKA1mymclTFET6HjejsRnCtZrpRHmqIxhuAndI6MQ4iAwPtjB+cS3eqp4uz8AbscDW+2K1zw2D4zTNqW29trznMnuQuem13K9ldNi1GasLB2YsDZAXKW52NACn2EuqShyWyZvu/RWpfM2XkPLrDOhVtrbdHmrKuaXg+4zIhp6hrnXClMv/joCY+++ga3IkX5s3BsMhydTDBUyeBNMaL/6eNLZrlAyGnK97//u6x/7Y+z9LtfP7/lrbeSRjFCoIPnd/9x0hZ+cHqKipIFuNNNi9QtbsoLVy3psvbCNFmaqJkz7cpLwXa95eVlStm1qhYhPNpVx3A4OtA77wlCFLpXBLSoX6nSK8LCMlBpYk/5gXnv0yK1qAJGBQFUXqQn3yNDdptpO6IQNFlRECmJUha7MU3AjT1jWGAHU+AYpRVB6bK5ERzRzcRMjYsuMIU88aVC4IuWuvMSYwxVZhmwNoRwbK9u24bLy8SB7ro1bXfU4YjRo2Ti/EKSFbDTnCiVgJ80Mnev+uAxTVtoi+Mc6NSaKRsNd23FnOeBVi27/XVJgevTFeIgOLxIv3uyOWV/+6SYSKMDfaaGGRRbJKv7SW3xw/3n4+r+/EfEL923Cu6dnRRO8fXdHV95+10AXnzwEUFp6rzA3bpLvvX1b/DsLrEYupOW9Vwx567num3KAidcpFJHWpxua8ZxYr1J8/7F8+fcu0j3wQhJkIZtZoX5aWaz3hR2U9M0BO+Ltr1GUBWa3pTqMAvv3CjcPBfZhqap0sK0wIFQFndTt3hBkQlIuDglKAhCEpBFV8U5lxfuvKADPuP63jtCCGVe9H3PsM/vQyXY32558TzRBQ/7jhAijx8/yscNrNoT1NIxHSOKIx0yhFiubzyM6RwzLLZA9nOGeASiMLDqusZGXzSk7DwhK13WBzd7NttNvo+22F4CHMaBqjr2cfT9wCcffMxb33wHgPNvnvP7v/O9dI+D4S7uuJeVTL/IKv2lLughBEzWYPY3By5vLsn6QVSVQOVCWGtqpnEuO1MInjnaQlO01nKyrRitL8fdZx0YpRqMqQoeH4Pn5u6aVY48AXSOdoUQmLoqetRN06CUKsW1SBK9WiIK/0rRLU3GUFqgj7hjpoqp1Li0aE6rriKq9FLouiJEhcjXgwyJhZh35Eo1zHZAZSqc0S3kqA7rcLNFZc0V7VIhZt+nVnktY6FghdkyzxNzbiFG1UxRFE3mEBTVakUppgXPanWWz99A1KxXx+jEOlew4cl6XIioasH9ZYlcVKWI3h+LSSFg54mlyK20IC6c+5hEj3zWohkPuxw9rsqzXa/XR93sMDLbFG3NAdZdxSCOYlC/iBFDxM7HtvN33n6XqxfpeezdwCoXu8bhwOWuL1rv6/MtVaO50Lno5SLOe26zZPGDh2+WBS64QF3XhZqHjRhhCLkp7v69+yUDklIRo6eqlmhXgRRF5na0R6ojZIrdK1zyYRhY5UKtGxy1NqWwO80eU1WvtNKrI/6uFP6VzUCptNgdMzWHUqbIwcrK0JCe82HsCVAkIKbJ4n0ox/IxcsgReuMUP/yDPyjidtXFBV3XMe5ynampWV9sX2kmCqVHYRqnXLxfJDxk0rLJG6WzDqVFkVTwwbOo12ppklBcPtaqXuGDLZvd7TSX7xRC0FQ18uRIHb097Au5QdcVd7sdn/7oIwDuvfuY7/7pRGn83/763+L0jYf87d//fQD+rX/zX+fzjtcY+uvxerwer8cvyfhSI3TnHF99J6Wf1bPPONwdCr7obJ8kWIGnT57x9pvvIrKs3nwITPWAze3g9XrLNE+oJov8HAZU7kCNWPrRoeql3Vjhp5Fl77LziMpV+HFI6dYSFTRNk3D+3KQUEVjvS6fbosQGGS8LocAz8zxn2lVmruSdeqmQt6sjXcsGhzFVwfGMapitLcwP62cq0xb1wleNdGTbUFXJ0QiS7ZcTjioLiMVxKFIFTgMq4m4SfGH3Fk2NVblqXqf0WWfcf7U5Q1ULmyBgncW5Y5RzfnbO3SIPLAR11xyvyVpGm40NVIUWorBP6qDxLhTJXG9tMd2YD3c0RqIytNPKioOf0Dm6nPqRbrsi5ly4n2ZMnzMZIdmNA//ab/wFAP7mb/+AX8SIRFzO8kIdmeMImXFx/eyS977zHgDPo2C92tC2uRHlxTN+88OXfOWd1FX68OEbbGPNy49Sg4kUNctzDnhiVAXSU1qzaprCZNlut+VZhBi4vbsteO75xTl2mksTy9wfsK8wtsZhz6seCsM8lQi1airwx07Luq4J3jMtrKq6LkyvBVsvEIR3SLHoMqbPvfcljIwxFuqhUgqpFX1upvEhJDhmaaDTplBB7y5vsMMOn2U2pmFku92yPU8XUTct8zih8jV0XUfI2Xz0ntVqVa69bbtslLE0Tk0gqkJ7NOrIJHLO4awtcsgheqRQuJxtrlarkn1555Lyab56Uxna0DLmLGmaJpRW5fdfvP+kGGl850/9Kh99+JQ//q1kB/lX/4e/y+cdX+qCLhAFb1t1G773ve/xtTcTJ3caIy6n0vfeeYBQlmaViw/WQayKop33lnmeC07eGMMhq/N1qw27cca4zL3u1lSmYrpLi/Q4W7b3Upqnmw4pBD6/jC5GpqkvFMBxGhjGmS5Lo3oxI7LPJ+NI2x4pjW3bpgU9wyQ+BIxuqLJ2t9F14dx33Qm6aukPaXHURtK2K+acthtToaua8EoxpOkyxQxDIxU+Zsy23+HsRKwWDm5VtDLCZJFCUTWZ+ubG1LacX6LK1MxjX/D4g/QcMs++a9cIofBFvlWzPxw4yfBB79IGtkiyVlqh8yKGD/TziF6UJn1ARku1FELnkFx9gK6usW4i5KTey/RcYr6+0fXYfqDLRd/1qmIzp827vxnY6oqPfvxDfpEjhlBeXKKg0S2fZbu93f6q1D9EFJxuT/BZq1+iaNsNQ5aEOOz3fPbx+1w+Ty+2/fpU6HaL7rwsm3ugn/tlX2QI8DhLWtzsrqi7tsAzN1fXhBiSexXQtGkj3+VCoSRw2GX7PqPY3jtH5UClMgZCLBZuzrlkK7d0g2pTqK1eVmhdFehUqLTxjEVawyOVRCw0R6GYc6e1VAYXIiIHREopXLDUWXOlampcnrf73R4/Kbrs9uNmyzgOuJdJldC0DV1zwmn2DrbqKIswTslebgnExnFASs2YtZB0JXHOFvhwnqafpFLKI514mi3e+yOVGVmOK7Pq5ELG8DHRiRfYtqoqvPdF6XVylmGX6yOm4+zeiqtc9/siOv9f6oKeOM/pJE/Pz9menlFt0kM5HOaib+6cZH89MPTpRpnKMLuJMKQFvNu2RBEKO0NHgc5Y9SxTwbLLojjRBw77fbHbqhAMOaqZ+jE1IuXJef38Do8lLI50xfswbQaiMth5iQI6FBJtjg0IQCmYVNIw2Rlt88vs61KUGoaeRsgieSuEwMeIUkuDT402DdKkz42RxMzLlkogTY2wuUlkXWHHkaW3WZ0ExixRbJRkmiMqR/qyrnCTZXyRrt/f3dCdnqDzhhWmukwI7yeE0cj8/0yjo+lq9vle1E1N9Ef+uNKmMG9i9BhzxHvXVcN+f43O5xhiQOREoB/2uSCXsUc3Eb0rQl7CJ49ImZkEKgS2WRLhoAWT93zy9GN+oUOI0hcQcfCKNMPDhxfl5xAdqpKobKb98uWndM0Fj/K8f9kaPvrgQ1xevEWE29v0LOu6LjLHAIFIeEUDXcvA5U3aCA774Sf0WdbrDhEEPiyyrzPjMJbmrWF2qFyzqJoaYzRNbrarhcBLSiCTImpRfEKnacZ0R20gZy23Wev+3r3HRAmqzZizqQneMuY+Amkq4pLZ+IiPHpn1nLAys3Ly3FUOlesFjx8/5KURmHz+1y8vU8aRF8s5eM7OLkrPi3UHLswihFcTnC2Z8zxNxHDMKoIzxDCWbIdXmFPjOIIIZV5HIuM4FpvJiGTO9oj9PBDc8XeNVDilkJm1I6cJEKXuE7wuxeOPfvQR7cN1kSb6O7/5Yz7veI2hvx6vx+vxevySjC+dtmiX9H4/8sH7H/Eot7VaawvbZNwf8LLGLTxtF5CuxmRpyvkwIKXHHzKOZ0QRoNIkGGXKErg6KGqjGIclvRRFKtTLSAgz+7vEkLndH3JFPHNQVUXVVkwLJ9c7arl04yWe6BJ1VkqjKoPIsNDu9i4JAQ1Ll5cvre/ToWdUoBfaIgm/NzmKUHQcxuuiYhddRGeGTKVVEh5bXFSmASUEMh/LVFU5h+n2QB1H5hztmiYQ9gGxzrTMw8S82zPniEkIU/juVdeidM2wyKQiMFGgMod9ljPRWVSmnY7TAZWzEzfPaCWI++yc3k6gBM4vVNIRUeeuWS2YhwNukSjVEuFDkVCgbrBxIBwWg+AVt11OQftIDYxZTfIXNVKtJbNRcp2lz5TAd955XDKvat1h+xmX0/D7D96CKRbzFa0lf/7P/cv8w7/394EkIzDlLDU4T3Ce9UKLi0lGNmTFzsN+YEnMFcBqVaCC29vb1PG4SOIOQ/os145M0xXj47aq2bQdZsF+jSF4VzD1kO0O54xfd9tzYobWPAlTP+8WJtQO4RQh02IPhwOzsyX6necZa48MK+KR/+6CRdev1J0mV8w+vLc8uv+ADz9MmZlDMHpHs4iPDRPvf/gx5+eJ9tc0LS7j05UUNEYT55yBmAoXXAnEnfVUVVswdDdb7MKYEwLiEWLxMdC27SusOFci/a7dcLe7KQYe1jkEFHqoqyqM90xLhhItdbOYxhue/vg5zemRmfd5x+da0IUQp8B/CfwqqdTyHwA/AP5b4B3gA+DfiTH+v8uCCZAmXfx+v+P+/Xs8+TT55l1szri+S+nl4zfOubq6wi8PyDquRsc2/+2427PZnBaHj1YdreHiPCFDZMz4uqkaQj+Vpgor4Ca3qE/Dgacv7thnytJuP6CM4d69tMk0rcdGR1yoiHVVcGLlfWo1DkuDRUjNDZk+6aeRw+zK99ZNUyzSjDZE64iZ3ypqjVKiOCVVbZM0JxYdaedReUF3UqT25ZyaamGQmxZJ9jL0Gp21JcyJJtQNU07VO2Xo/fOyeO6vr7m6vkPk7zk76QpktNmegFLFa9JNI/vasG7TvfHBYmpdqHH1usNmDDCMM/tpQuTrk2FKzVB5jdZC4HJyOA47+mlELI0rY6Bum7LoTZNHSLjK+jPKHBcI5xNvWdZffOIv4+cxt0Pw2Mz1t76mlRu23Tp/JnHZ7zaGyOrsHjZj6NMwcf/eQxb2aq1aDodL7p8nPvWL5y+5OEnOTuM4chh6pvzsTu/dR4TAZJeFdYtaZBsEtKsVly/SInZ1e8vJdotdCvoCus2mLD5RhKKZ0tWGRsmCN9oIQpmjdnq0SdYhS1tb/xJ5yJrszRoI9EUQPRz7M1ikamNp8lFKsdul96Xve6qqKo1Gs3eYtmbKG2XVrIoeizGaSivO7qUFe375HOVqrq6SBk6wDm0ODBmiffToET6kxTIYhSCUgrG1FufcK94DitkNqekQmAZX6J7deo02mn5Y1paacbKFp+nDsWkqhFAkGCA1YM3zVODcqMCHWBZ8GdM6B6CQ1E3L++8/44uOzwu5/GXgf44xfgv4E8D3gf8M+Nsxxm8Afzv/+/V4Pf7/Nl7P7dfjl2b81AhdCLEF/hzw7wHERD+YhRD/BvCv5F/7KyST3f/0pxyrFAmuL2/RSlPlTsooYmFYIBuIjuGVLsy2pqSu07Dn/PSUmGlw7m5izG3PRtfoypRq+eXlS4ZhJsbFg9PS52LJJy8u8bKiO0nRxr2vbFi1HatMgRyHHt1UrDJdcn97gzO5mKIDtwddOie9nzFG4LNje/SRMEXmnAg3fUNV5Wg+JHpXZZZzVmitsYdjwVEbXYo+jRF4n65VVclAYPIJJvHWU+00JhdnPUfFuugscT7SIWW1QjRVoXvp0y2n7ZoXL1Jk8w9+6wd0uQHr/GTNemU422RGkJFMMWLup+uZ5kQpW1rT60NffoYUACmxTC/HOB2KeJaKILLYU5w9dZSMOUuqtcEd5sI08t7joKgBzu6VZzmHxMSZjop8X2T8vOa2ta5kFHay1M3EO19Jxi1Rjfwv/9P/CMB3v/1tLi+f8ODriX43acXN7SWP1ikKr9crBnNDlx2NmtZwl7tII5GuW7O7S89d3dwS5VHZcHjxnDp3YEaheNoPhR0hheDps8+KM5XWGmV80fKv6oazs1SYjTFiZ0/MsKPWGjvPTDn63+0PIODykObMyq/I8uBUZkJrWaLUqlYZYl3UCgPz5JDyCLkstL1pmjj0Q2muc96jdses1WcVRIDJWqTURbRqsz5Lx85z6unTp+xv91Ryl8954OHDJK9wfnGCc6Ywcay1aEE5ZyFEkszI97WqquLINE8Tw/iKSmXvfkKpUWr1E4yY/dDjwrI+eIQ4mp1IqaiqqiAJPsYiDdI0DXfDVLKGLzI+D+TyNeAF8F8JIf4E8JvAfwQ8jDE+AYgxPhFCPPhpB1JSIvNJWzfw9lff4Op5SiucdoWjaZ1PUEaRnm0YppFpXNT7Gi5f3hVczyjBXabBVdsAfiwVcTdrXlztGPM7f3V7x71sg/f47beoTVUq9t5PdLpF5Ylxtt4CHptf1mG2DK/YTQ37GbcoN06ecbKc55qAVopGVQS1KDlahumov0IMjBkmEjIirE1WZmQ1wjiT0QxONmvqBV+vNGPcF1bNwU7wMrDLXHM3CeLStWhHTs5X6EzvUif36C7eQGRGQ9Mf6A8T6/OLfD8ec3WZGDDjaPnwsxd88lk67qatuH+6Ztil57VZt9RGMecNwEhPn+sUbWUQMTDP6fncXu2p27oYdwupStefs5a5T3UAgGmYCRzlWqdpwlrHuHDYg+PubtG/EPRu4sr+zLX9n8vc9sFze5sW3qY29Ic9KtM79+MVUhxx4nnssVNaLC4e3OeTH33AcJbodVWlYPbFwLgP6tgtLZJNYbV01I4jwzyj2/RsTVXRZwcirQ0vnj9nXMyMdz3WWt58K/Hdpdac37tP06b5Fl7hg/fDgHVzogqTFjhrLSEzZHyIWR9pofZOxMUcXI8oJYtS4eHgkt7MwgoJSfdlWSwP+z3D0vkqBEEoprzAVbWiNnlpAEgAACAASURBVIbbvKF5G8r7oZWhqky5vrY1SCk4yVLCTVPTtB1PnyY499NPnvBHH30IwLvvvsNbjx8UpydjDEqbRYAVGQMuBmxmo2hM2TSFkKmrO8MkgYhQprgs4V3pbJ2HvsgHAAU6KrIVus5U0AXibIpqo9GaECLa/PNZ0DXwa8BfijH+IyHEX+YLpKBCiL8I/EWAs3XLvl8KCo79Xc/F/RStuGFgu0mL4fXVLecn54Xba63FvBLdB61QRpSdfoqRZuFH9z1KaA75YV/ve273A902Hfutr7xN2+aNgFQUsYvUczQM/Z7Nafb+zM0NIRf+Tu5f0OcI6enza56/uOZQaEoBqTQ/eJGLr8Gybmoe3kvc4LPNhjZzqb0baFcNdbNEtIJKKHZ3aTKHJiKZifnp9C4ykqJ3qTXrzZYPPnwCwF/7G3+LzflDznOxrCKwzd9zWgkeuMDbj/4YAI++8S2sD7h9qlWcn1/Q6Jk5bzRNZejadJxhGNhebLh+mSKx29tbfvD0OXVeOx+ebzmpazYu/f40jTRVxj/tiNGGMWdcSkim+UCbX6L94VAKgcpF/OwYc/hopOIwDkfe8JikF/r8cmgRy/PqQ2QIomy4P8P4mef2q/N6XWsOecMZJ4vRij5vsD988kO+881vp2ttOyp1TZcX0nEYMOaol9M2VfKWzQsiJFlmSFS8qq6LcFzVNqzPTrnKG8nd3V05Tn+YuNodG4u2mw3vvf2NIqfQtjVN0xVOe1VVuNyef3Az11fXhap7tdux2/d8mp3nHz++z6+89w5k6VqELPIEu/4aU5nkOZqHC740kflo6fcDPi6aP5Ehy0IjFVJF6jq9e3/zf/177G72had9frHl7bceA3BxuuL0/kVpPjNSwSv3TClFFHD/XgpUzs/OuL5O92maJn7zN/8v3nvvG/letJxutsUpKfnhhtK0OAWHbo+68j7LZKfrSXK/C23Ruql0CfgpgtTYTIQIpI1xaWLspx6hNabOtaLxmHlKIagqg2fii47PE9p8AnwSY/xH+d//PekleCaEeAyQ//v8n/XHMcb/Isb46zHGX1+11T/rV16P1+MXNX7muf3qvG7N51fDez1ej3+e46dG6DHGp0KIj4UQ34wx/gD4DeB7+X//LvCf5//+9Z/+dQEyFHJzdUejDHW9pH2ei3sJx2tWK3Zjz/WQdu+TekMMvuBR627NMM74kFNMpdAiy9bKmuvdyHWunjdty8OHG+p6gXpIyo0kPFZEe2wGqipULZkyY0EKQXChsCqEitS5nf2rX3uLew9OeZEhiv2hp61rpuFocCGlLFXsF1dXjNl/843Hj7h5drsgStSVRitdxMemcWZVaYbcPWlnydlJVs4Lkb2Ft76RIoz/5D/+FuPNS56+SFDIYdjz9rup+/ad73wNvVkTciYTCRhpuLhIkcvh0NN0aul7QQiFlFmBz0S6Vc0bDxKT4Pr6mqdPXvDRsxSx/+DZHRdtxUnuwD272JYswc17urZBZerXMB1QUhUqn1KqRDl3uz1BLpqbYL0nKoXNOfDN/obRusKKcc7zNHc1Dk4QEfxRziK+6Pi5ze0IY8bxlYwIFRFZTK3VK3a7NE8fnJ4iasNd7hBWPnKzu+XircRq6W/3nG5O+ejFBwBs1oawOEJ1KyyROWcCTDNNty6Mi/1uX+oQV9c3PHj8iFVWW3zj/kOaruXkJGWL05Tw2cXNXsmAyPN61bSMZs8+LF2ZO27vdmzOM2tHG/7wx0+oM7Nos9kSspKhn2a6riu4OEAQgr5fOiBl6ugsgluBsEhyxMCT51fImDpsHz18i4vTAy7LSbSNZN2lteLi3j2id8jMojLN0qqfM2AfUpSbGVr4wCqfr1SSNx7dLw1bH336AvnVrzPljF6rxZ91EdlSGLPUaAIh+KOHqpQJrvJLXelYy7Gzw0eOeHsW81samiKR4I/HijEiX6kfWA/9F+gQXcbn5aH/JeCvCiEq4I+Af5909/6aEOI/BD4C/u3Pc6CQ08Ku6bjdD0U+88G9LU2bdSrkjDaaIRfvVHB0lWTIF2jGkXXXEtzykkf2t2mxuBpH+tmxysWUzbbm9OS0YM52skxLsSgqpnmgzrrqIUTWJyvCMg8Gx9D3eF284IopjpSB7dmG7UXahKz1STs6z9bZpo66mCmE89gzZ+x0GBI9cikMjjtLW0W0yf+WltP1lodvpBTTNIptbusWpqbdbqhz52tUAm8e8Kb75nKKNFkGQAqB85Fci8VPE0hPzLidEKBNdpAnQVBjhpC8C0gJQ26JNkbz8PF50X7++NkNn1695MVtenm/6iXjPv18sjX4eSaIxd1eYKNFLam2mDjkWsQwTxh04iCSJvbkfSngOZE6GW0+55txps8bLF4whalsHD/j+P88tyOp5gDw7PKKd7vHxBwU3L94jFkvSpI90frS3TkOt2y7FWebNIee7nfsY4/KWi+qbri+SgtcJUCbqtSZ5tlxvdtzyNzy/ThQ5aLogzfu8eDilJMMYV5cXNCsukIJTGbforTsWzuXwp5SipOTU85yXeXdr309LUQZklHGcH3dI8rfOj79NPkWvPnWG/z4Rz8uXbPDaKm6lnnpP5iSOXiRkJ0cswvlnL7+5oMS5CgCxHO22QJxs+pKt/fy+0ubfVVprI/FZN4YXVrrIdEYZcYKhRCYShXbv82q4+ryZYEDz063KEGhaYYIu7wBN23LbF05rpQCpTRT3lRjCAX2GjNEmNdzxtmBsLjsp6BU0uVZbCirWvIyd3CrvEGN0xGD/7zjcy3oMcbfBn79n/HRb3yRLwshsj+ki3/67CWPHz0g5ILRHC1unyZNdX7OuB+IfjFtUARZ0WQ8ra4q5hiKfGaQiicZ245Gsr3YsM588eVBLVVshCjYtJAKE2TZZBCCyc7UuVECqWjXXfHR9D4cdblFSJopy0LkYsbb01C1RBmd2uNJxTI353OqNbv+WBxzMnAYB8jenydrQ7NZ0+SWfFlJXMYLhZYcpqF4maoo0FonESVS231wCxc2Eqyjt4tehqZqauYcJQgUMTqaHMkN48BJnTHxYWJ3dVMW1uACREmVi3DvvP2Qx4/O+MEHSf7zD56/4H6uPbwtt1xs2qVvhSAFth+KzZf19ieiNBl9aeyYrUWaiqspPc/gBaM9Nu5orQnx2EjkEPz4csfPOn5eczuWwmdMHO6wyLOK8vM8jsi6KsX8abRgBPvsHemcY7M5Yf88Xc/15RVnmZ1xc3tLP4zHeoFQTHbm5VVaBN77+jt0eUHfnm6yhk9uMHOWGlH6IJxIkrZSLBaIsTA5bD/Qdh1+0VvRGmstKrO3tNZ03abos/RDz9ffTsXWcRx4eHHKoUShcNjdFRmH7ckZ+/5QCp9dbVhnGYTVaoWUkpOsfdRUiqpSGH30/lw2guDTwhzyJhOVJIRYsOyqqZP+zCI+5m0S3SLZ5AkhSmR8fu8+Tbdiv0/z7Y8++pj7Z+dsstgdSpaGv7u7O+q6LiQKtGCabNFrQcBgj3Nz4bgv91gIURCJWqd6iMv3yoVsGAPcTRNXk+X59Q1fdLxu/X89Xo/X4/X4JRlfsnxuKOl91RiiklzvUsq42da8+UZmh3mHMQpTLcatAaE9beaHq1oRo2DKfPIPP/0UlTGys82aSqujS4rzjH48iuAIgcjRntQGRyy7ZrSOmLmyADIKhBKF0tU0uuRQQWhMpZE5YhVdjUYcBbakTJK6+dr94IhV3o1XM2tnivrdqj5jnmaanFVUWlGvOvolzY0Kp7Oqoagx0jBndoDwoL3GLamq8KUbzfuINgavczpdNfSzo6kWiMlDtEnOlsQB7/fZRKCq0PfOGDKM0h8OTKM/ZjzesWbNd7LBxadPn/Pxhylan+2EVBdcNAkm6tYtdVezy7jlYIuWGBKVOmztIl8asG7CxcUVZqZZdXT5Tg6jpanSfRm8wNhffEEyEhkz1dD6FbOdqYok8yk//PQP0y8qT6gqxtxvII1Aq5a7uxSJVXXNLHvucv1nvTllf5ui97qpEVpjc4Z7e3tLt17xzpvpnemainZRJlQmMyayA5YSaE1R81yi3YIFC1FYR1WdHLrE0vruHEKI0mOQFARDkaXQWhflxW674szd43BI37Pre9w8FDzaOs/jB2cl0kZE2ixZIaVESoXKUrQ6m8UsEa6QshynaSomO5W5KKVCokomrYTABldYck3XHU2hpxktFbFapBocdW1QKmWmRkleXt0dzew3a3QWKtN1hQ2+ZC/jXY9WR1qjlEeTl364Sz+L5fwDITiqYswdqbRCimXtSZkswOyS6unjR6m28qPMnPs840td0KUULKYypmp48eKyUPeMrrjMBbd7F+f46PF5wm20Ym3qAiXIrmZyjstcZPNKUWf8pesaKqOLX+J+d8A6Wx5ojODzYuGmAxKBy81Bq9pgjGLIhaemMcTgaLLqISEi8gJWC4n04TiZG5k2hsKgM4lHmueuFEfsrW5rhJIsStHeOYQ4NiUopdIEXwBFH1FimYCeeZ5LKkqUqf0/X78ypkzA2QW0rEqBTuCojcFnvXfvI0bXiOqoArkU0gCGPqIyM2lTGfRuz232uzRao0zk3v10b1arN2hyAfiH73/AZzczSqbfHaae05Mz2lyUU+NQXtRwGJndiM0LdlNJXJBFcTAogW4kFDzUYjL8tBscTh4LUb+oIaU82rCpyN3dDSfbLN067JgzVff8jRO29+4VS7MQItbPXORWfyUll588o8nqmMG7Y2NKPzA5y/Vtekcuzs7p2jbJ20KRYIDcYh+gyoGKlAn20UvRzTm0ksSlrV4bFrQ2CoEQ4id+d3EeWq5VaYnK1Niq0kVnXUqJXKnS5LZaG4Jfl0VOSonPLfHpy2L5zHtPJCIWymNMkMnyOVIwZJ59XbWsVq9IF0SRrBkzvClVTPWaxXXIuhJYCZF494tXqcweqcv3rFYboqDYQe721yyn23YN3gvWq/Rs3arl6vq6NDHO1pZNp65WeO+LJkylAkLURWJBSkVdH+0tfe9KIDZYTz/N/OiTF3zR8eWKcyHK4jK4SLM+I2Se5suXe+6fpcVhGHrq1YbNJmGySZxfFgK/FEmvghzBK6VKR9k0TVRGl2Jr0zbUNNxlWy/nPTF3oEoNstKlACKjIHrPQq50o6deraiXlyXGHDkkPRZPROTCn4waGRrEQmGTkbpty4IvFQWnVLVES4XOHaiCgJvShAYIMqCULP6G3s1JlpXkiSqlKh6IzjqQEVGMAl7BGpnxLhDl0jgVUVEisg6HVumlWWoItWrKPRYiIGSkWTrq5hHhLaeb9LdXl9fY4Km7XMAzhm9++2vp3rSG5589ZczsgE235TDPVHkha+oam8/RzR6UZJ1fuXEekH0otOJ1Y+iExudF4s5FpkVMTAXsF6fq/tyH1oY5LwCz80yjZZ+Llav1lj/2XipY7/0dSggO2Srt7u6Wk/VJ6a8Y54nHj9/g5uPEWBoHxxwWeVno9wdOs3fu6fYEgis1nWIeQerAlFJyyM12UkvWqw6/2NB6T4iURcxaWyJyLWWSlF78e6XEhXg0z8jiY8sCqY0h5PdHa00IgSa/L9v1ihj/n3+7fG8IsbA+ZFVjvSv3QufO0OVvXfCFR+9DIEZR5nmMkWkaC7ZtXbI/DH7Br4/2hFEIQgyFCx/djHOhBEhVLbnfnTNn0bBPP/mgzNvoA01VFZniShrWq1UxqLfBl8KzD+meyvxeBu8wxtDURwKGd0cxL20qJpsys8u7AwhTjMe/yHiNob8er8fr8Xr8kowvGXKR1Jn25l7ssVIW2zl5b13kPU9PW7r1qrAvLvdXQI2qjhHuxfaUJ89zq3lrWHW5a0xrZKULt9zPrtCKAGwAt0AZzqGVRfaZC9oqhnEs1CkRFf3ujikfa902+OUz7WjaBiUXBszIGHa0mZlS1WvapqHK4HZQphgdizl1oi2QklAGXQtipnDpao21rkTwppLojIcGNzPuB9bZVb6fLVJETE6vsQGTI3J3GKlWDVOWsZ32BwKiNPlBsuFbuPJeCEKmSrnZMvu5OLlMY2Q39PQ54rDWY/3MWT7OyVnFYZ/ggDcfP+KPPvyALmdY7XaFig69UOOkLNGkqjR+Cizd+1HXjPaGVe4bqCuJEKrUS4w+6nDIGIu06S9yWGtpVpkpNDvOthX7XHvoVlvUovMyzNgoCmVTSgGC0ma+7lYMtwdevkxUxdo0qJxNBe9omqZALNE7YvSvtKWrUutZouAqLhkg9Pv90cRbvWJQTmp/10s7u3MJ6otHlouMoahupu8S8Ap/2hb5X52x4YUiKAu/e/lepY8Mk0BWLAVilDRKFSqiEIJ5mgvsKK3H58KLBDyxGMaEEKnaBpchJO881vnC4pmmsdyb2c4oqY6YegwIEfFLJ4RP9YJVhlbfeeedYgLd1Q1CK06ybaa1lmkaqRZV1KYpz7KtW5ydi9y0YjEIoTz7aXLFJi/IgMvUr6u7ng8+fc7z/ZHP/3nHl1sUta7YnVUSTtZ18Yp8fn1L+yClk9d3Pd/67lv07v8E4OH9+xgf0RnO6OoG1TS8827SZHn+7GVJPbVWVEaS10I60zH2E0NuRvnw0xeMbplQkRA8fj4+MK0US5lNB0lr6uMCIsHkl8IYidaqwCRSSGqtkHmySiFY6ZaQ2+FPtmu6/BLptuXsqw9LfjSNnqo2NGe57X7e43Y9IfsrWhcQeRE4XF2x2XR8fJ1tyrxHRgrGLoTA5wYTO0zUzap4eSbeuabPtDFipB8nFqLVy3Em5kLTkxdX+Bk+uE4OUyOB827FWw8TZ/rexYavvHnBKtO7TNPSqtz8NE88Pmlocxq/alfgR8ZMDZucK6l28CkNX4qk+7sDXd2wytBOjDMuSOYhSyfbuQQFT548Q1Q/u3Tuz2uEGEtvQyUVXshyfeMwlA1TiZSK13mRPvQHuot7HHLhs3vY8vzFC/70n/0zAPzeP/6dgsHGqBAi0CwWiESU0qilaSxyXCiDZ7+fCwwp7xRic4Q+2rZltMc2da01OkOHMYDzsTQOxSiolKRfrAarihgofri6raj0Emw4gg/HwEVKjKHww+u6xTlPXMTi1JFEEHxMdaQFU/YeoWTxRJDKHCl+PuKcL0XQEDzWJ+kNgNlZxnE8WsPFwJx/7g8H6qYuNEWjK2otyKgKpycbrLc0apEEbpDNYsOYZBp06aeIGKOYl0W8q4h5DR7HPhE7xLF+IOVxo1yOvWx4uynw8WU6p4+fXx/t0r7geA25vB6vx+vxevySjC+3KCrgxcsU8dWrjsNhIoasNrZaHWUqnUUEzdakiF0Kz2E68JDUvSZXLbqtOc+b2Ac//gO6Kn1WtRW6UaxWCYK4evKS68trPvkkfe/3nrxgn3frm3FEK1FEioyuaLuOTT6PdW1o5Z5NbiyQyOLDKEWkq+qiAJfSXFG6Fo0UXPc9ZKjgyWeUwotUku0P3j/eFx3QUpYCigpghCzCRDe315jFzUQpnn/8nGaTzimMjuA9Ph6hhwXKkcChv2NcJARy0eky0+YGGxkRXOYi3cnpCW12crl/sqEGLu6nZ7Bqtwn6kul6TjcrVqsVVY6W9brFZLrnB08+491332V7kQAZG2YYBkSOOob5UDoP58EQRSgR0vqkYZ6PKb73AWQkLt7cHl7eJPqjqiquD188Lf35j8i8dLYiuLy+4c0smTCOPatVbpOvtlzNN9Q5q+nDyO3dnuDTNVw9S4baXSnQaU7XKSPa7fYMQygdjsF5fHSEIt8cubtJRTVlZGKJZcKB9TNN0xQFxXma6XRT0n2vI7fZhGMcBoTUnGQxu3GYaeqWq2xcvT4/5eL8Ph/9YTLmroxinZ/zV999h6dPP+MsX7tzLtF3c/u+DZ71ZstVlmrQUrC/TVHpZx9/hjINcSnsTjOztYR8zuM0F8VH5yO3u4E2F+QDMM9HudnD1OO9LwVWUWnu8vdc3t2xbVva9WJoEXnnnTd59DgxjbqmYnOyKc133rripFbXNVobmNLzijGkjCI/+9vbO1SmqyYGi/8Jho+U8sjuygXiJVsZrOcPP/os3YvbA2H+4gVR+JIX9OBjyThWTcezu2s2JwlmGA8T5ixNdDtPvP+D7/Htb78LwF/5b/4G/+q/+C/wMqemDwaH0x6ZW6S/+2t/skw4IzVN0xDywrs63fBQ6JTvAq6S6IyPybrihx9+ynW2oJt86pY8LAviIeJnW6CSs5PTYl8nZGRtarqcqq6aFiOgy1j2EBNEVHinPhbttDhZRusLlNPVIF6x5qpMwxgcd9nsORKQfTpHYwwieO5uMn+/aphUKK7s0brCoZ1ni4hwtqjOtQ2EyNuvpOYuhvJM6lWDyQt4c9qxOt/g8odXuz3X1+fFuHa1bWm6VaHrSa25epqewcM3HqWuvUyfDPsxLT75e8dxZmmoi2Kkrk15Wdu2g5jwYUiyDkFVhUp6vR/ZZTeZUUi+/9kXp3b9vEfT1EW/RArF+facuwyXxXFglefpartFB4XNMqm11ky7HW1+B55evuDB6QM++DBJvb54+ZJNmxb0k5MTqmqiz8yVuqowxjD7Bcs+GjkfesvTZy9o68Wy8QlPP3zJZrE89JHgKXMzxojN+K1WP7kkKKWoq/YIm3x2xe+P36OoLUSoPkisnN/9P/4pWilM4VoLAvFoTTglKKSoSUrBPt+3cbJIKQtLZPKJAdwvXc2vqDsM04hznucvkoLi0O8QQvDsWToPUxuM0ZyfnadrqA1feTupur7z7luYqkZk1tj1zQvun18Ux7OqrhGRstlJLdhmCqpAJqPuxYEphKQ5n8+tro91hsSpl0eKZr7PC2zc9xOOyKcvUw/C3/+nf8gf5rk8O5MUJMPIFx1f6oIuBNw7TZNXVJ4XV0842SynINjlRhuJ5xt/8lf5vb//jwF49OCc3/rhH/DHf+U9AHa7O05bkLlBZntxXhof5n5g3vessmytOT9lfX7G0pR/drEqfFWB5O1NzS7j61JUDOPMMC5O3TLpdOfJvu5aFhkRpU2ipi0Spes1YbL/d3tvHmtpcp73/arqW84595y739v7MtOzcIac4XC4iJRISTGdKKIUMYYcQxEcy4llG4hsywliQIERSEj0jxw5QQQZDhTIhmLEkqFEtikoi/aFErcZcvbmTE/v693vWb+1qvJH1VfnNj0Uh8OZ263ReYFGd9/lfHW+U1/VW8/7vM/D1h03qawwaGNoEHkRmWlzhq0RSOb84n9re0RLxqRBHz2i3WmTes2PxYUFYs9NXl9bJ/KGGADdpEWtROC/JlisXy3zPEObkrShc9maCk3ZFLRiRWehh/INKXGvFdrzawEmhsTjhdF8l4XVpaDxHMcxxhhE489qNL1V9wDF1iCwGNtQ+WoG/VEwSRiPs2Ck0U47GAzGNK3liig2YfEfZxWlrik81bQqa0Z+w+pPskC3u5ehYklrzi+mRcGFa9d470NnAJBpzL6nzLZaLZZaXfr+VJHVucNk/TxYWTlCu9VBr/gH2VrmfBba6czRSlO2d7wWSBS5rK+pPUwm5P51b2/1efmV14m8xsWx9TUGO0N2Nl2xNZIKgWJ10X1ey0tLYdGVUtFutwOdrtVqYXUxLd4pjYzT4CkaR1ONpbKsUWiU8s1BaYK1ljpokgisjBiGU5UIfr6xlFQHdF4GwyG10SHr3tveCSfPOIpYXFqg7ef1yvo6nbk2jzzg7nnaTknaMV0vRdFa6lL6E2EcKySCVstj9/Y00loWmlZ/f38a9Y9OpxOereHAWQBOvGhgVbk+w9xbChpjwvMjUyeBe9B+T0gZGrgEksF4yFUv3fDK5TvUxq+FygSpi282Zhj6LGYxi1m8S+JQM3SLJfdHqG6rjRQpa6sOu7py+SJHjzpoIFYJrSSl9DjSU088zK//7pdQ4grgHLK1LThy3IkCERMMLuZWlzBlhc6n6nAGy5kH3c9O9ocMm2p57eQIpMfIhRWsiRa2aow1nG1U0mzXVYnwVXlt4dyxo8x5Q4g0SpCqhiedmYGMu6h2O1jUdazC+qYq1U4xyHDMM1WGsHVQIxSdOayKUI1dVRwjPT6thcWqaSdfZTXtNKb00rw2iVhede3gk/6ucxv32LzUGakgULiEEqheF+PpoK1uB+3xQlvmKGwwJxC4xqiGuSIlYKbde8UkR3h8XRiDKWsmXtZhsL3HsD8Gf9xcWuqFWoNSgijuBtaB1s5YOGukAITgzv4um/vuXuxXhj2vfqetoKjufadoLCOWFlyG99wrV1lbXuf1y86R/typoxzxkMrO5g5L62tY3yyUdlukugjt4VoKonaLrU1X71k+vho6nqMoJkpa4ZSXjSdkRRbohr1el0h6uYHuHCeOr7Do1RZbiWtiM2WjXipQRrHvpZ8jqxCmaYix1PVU5jXWltGoP7WKyyYe/vEGEBAgiCRJyCtNkXsGkxWUZUaUNC5LpXegmtZ7lhfdSfrEuQdRkSL28FSapkHmt3ntsZ9rZKVjwPjj8dxil5397SC3ILsxcScN7CIjLAuNcXqsiKQInaJpmtJptZCy6Tq1WGtptbz1ndaB9jyZTCjLIphtT4oSYwkwZJLGCKan+aosUU0jYpKQZVkw9d4ZDLix3+fXP/sVAHZH03lszV1kmG8qDrlTlGBBV+QV2tZcvHwJgMXuHDve27LbSXjt/EuY2h09V5ZW+NhTT/GVl7/qXuTKBmmcEiuHOS3oknkv91lVtYM6mu5OY4mkYOyPfTJOWPQ+mXVZkvf3Q+uu1ZrW0hKi6dDKSvIso2iOiFaS+GNsLC1FOcYat9D0rYM/ltfcYrp69gFOPPoYN2+4B9uUNZOx580jqcoc3RxFRQuZxJjIS4WmMBnuMYo8J1d1WTzitSZOLXNiYYGs75XYUsnK0iqbW+44ffY9D7H9ykvuHhd9Jnv75F7NTyYxtFPSZfegx0nq+PpmVUWhZwAAIABJREFUqnvTcNQNDlZppBqUUqhEhcJaXRYYXSEb7Q099VbUVU01ycj6Q/+ZVESJClik1tUUcml3GA5HNPajpoasqhl4x5z+KGd/YtnzMMvWaMK+3ygef+xxLm08x70OYw0tbw334OmTvHLhGmeOOcz25u4ebU+t7KQ56aRD2/Pzi7oEIcImmhrIxuNwTH//e9/Hzi33uXYSg1ApacPTlpKsLJD+nvc67eBJGSURsYrD59HupEyGkyCv21ucR1vJkVNOnjkbjEj8UmDyiqzQYcHudrtBLREgjtpYKQJEAwQXr7quHa1RN0V47fnennqJpTM3FxY5Y62bk0CnO0dlTCBGCOFer9lItDV0PUYtVixWgJWNx2jO8sm10DpvwWHVjQtWEqGCO5ODqqyH+FSkqLQm9TxnazTWumIwuK7bpss0rwomRUkRICQHLaZ+wxIYVwPCSekqpQI1NM9ziqpi5OsnGQm//6XXGA09/Gt0qPuBg76autI3E4e6oEdRFLSFQfI93/UxXnjFVcuf/NC3sbfhxJ12N3e4du0Osc8k292E86++zNqaq55fvnWH0hieqE8CcFxrRt6jMkl7dFpzTHyFXyIQrvcXAJUmwTKLytDt9WjUcyutabWS0GKc5WNa5Rxl5rPFLKfwH/SkqLDjCmWaJhfIpCAfuU1m58Y1Xn/mj+gdO+3fwxKVF75qL3ZZfegh/uAFtxi9931PsHv5Oo+ecqeVazeuc/TMg2x5H8S42ERLtyiPv/gicmmV4abbKKo644ouKDy2fen3LWm7wQNT0tVF5r2HqpQRJDFC+MkspBPSarTiyzrof4ikhTUGn4NRTwpUJEn8qSLLnK+p8cVKZW3wVxXGYCrLKPDoCxbmF0I2KaSh7Rd0rKHI6+DpuLvdJ6thb+zu+eag5sb+gD3/GfSWlsOCsLV5i/shdF3znvc42YM7f/QMc92Uly9eAeA9Z8/w5BNu4ezfuYZhwIpfPOScYqu/j98LmF8/yo2bNzh10s3rV1+/QFx6DLbdodWqwmcrhWB99QjDoZeNxjLf4MDW3l3crAzdlgoWZ0nimtoibxjRWmxjc6+DPylpGREaepSIELoVGEoqTkBOGVu1rpn3z4vCacY0m0xd19R1HaQzstGY2hrac02iEgcThyhtY8oqeMdWdYFKFSr1p9ZKBxwcFd21GcRRBEoGwoIxBimg1W50iUxgmzS1H9n0rcSRY7E0gnbWUBVlkA4BGHmpiUlRMCkymp1DKeXYbWIqfdBsxo0UQ5B1qEqyquTOnnuO/9Vvf4lrW3voBjdnWg8RQrzlFH2Goc9iFrOYxbskDhdDN5Zcux1sUubcvHMnUOyuX7vIZORghKWVecqsCMauR08do65rTqw5sf/+aMIwy3nt8k3AyYKeOua+tzCfMqlNwM9qbRiPx9NuPV3R9Pbn/T5loUlSl2HIyKnKDccOKogiBa0Y5avp0fwcyUEXlMqQ+7b6Ksuoy5pB5Y5UYjJBDQ37Wy6TlkShFXl7Lqb90h9zzEu/3j7/DFUv4pWL0zbvwSuGpDHJlhUbnvEiWy2ynRtIb3TdascY1Q7dk2m3F7oHRdqGKEE3SnmRwmgC40fFEWmcBG5sHEWIpjVZJeg6p9E6iBPAQuk5uHGiGAwGU8Pcqg6qe1SWjdubCJ/Nr64ukaQxhe9gbc9N27Tr0lCUhsyfxnazknGu2fYG09cHQ/pFTdJ272/jzi1OnPAZ794290MUZRUYJmvLi+z1C1hz2PCFa1cxn3WZ4kpb8OQDJ9jd9lBhtMzK8lI4uQy2d0FAaRt1TMlw5GG6KGFcDaeSCSpBRWlw5nKKop4FoiKkUgE2AahLEI0YnIBWmgQ1wrrW1J7GJ+cUaRwHtUFhJXVVE/nr3tra4Ht+8C8z8pZ77fkeZsN9Dnu7OwyHAxaWvW3h5gaPv/dxrlx0sOpQ17SSiF1PP17oJqjaS+1u71NrQ+lhhspW2MwiPJxBnEDH03qVoraa0p/ClVIoawPlsTGSqMJcnS5zjRxwE0Yb4jhm4qEQY1zdLPO/q5QKAqrtJKUoytCh2lyraS2vrUH4+6S1pqqq0EU6Lir6gxG/8xUHG1/d7mOtgmCJI+96TWeeMzXLeLMh7FtF399CHF2csx867Sb6I+95nGvXr3D6pIMDnn/hBf79T34nAC889zyn148FbeTllTnyOuLLL7iJUVvXuJN5OuFKr8Ny193VE0eWWVlfI250UKQiK4ugNRxJ6aUanRVcmZWhzbmz3AU5lQq11tlzJZ7WJyNFUTYEaovVBuU/D4kCKUMxVhqNUCpoq3dkRN2081YVQtZBsrScZHSUIoqnTUtx3CJpCmJeEhggbqUQ24B5yiSFWGCbBzBOsHIqg2DsdELHwlBpG47e1lriOAkUwSRJwkTWpiZOVFjsdVlAXYUJW5uK3f5+OCbqrGTsW5c3dndoJd2gr5OkEWVVMuebo4oyo/CvO5yUDEYle9vud3dzw9WdPTb9Azaqatppl709V18598CJsJBLq3jh+t3+zdYesJw/pDiy2LL/4K98DIB2r8erFy9z/ryzZSuqqU73iWPHObbU5bHTrs7S6rQwnRrZ7KIWzj763kBj3LmxyYLnbF/96gXSVmvq4OP54Y2dnZAybNzCWNrthCjxtSJTIYUIBUYpnX+t9Bu/wYZincGSxmmA4erayT433qYCWOotseUX8aqsSPyKVpoJSqqA5Wdl4bTK/QJaG41Bov1zq0VF3eiqyxgrRcDFjTCuSKoaqq8NTX2NDV8Do0Q+EWue2ySJiGIRJJelmo5BWoebh+a7Rh3R/2xRllRVNW1SGo+DO9PeuABdBXXWNI2x9dTrOFIqqJU6CWPLwEt839ob8ccvnefZC26+5kWJRAYo62BESpHrPGjV+HjWWvtGzlp3/+43+gEAIcR/Bfwort7wIs538RjwK8Ay8GXgP7PW/qlbSlFqpxEOvHL+FYwVwdj23/vEx7n6usPQpZW00naQ1rXW0mlFLPQaQXsnfrS64KvnpmZYu39fubWHSFvM+8VjUmtkGk+r1mVN6bVMiqJECYXyi6VUirTVvqsKH0tB1ey6xhI1rA8hsNJOnRqMxpgKFbwLFWhD2xc2lYqC/nkct8HaoC+xcmTdTYaqeb+Os95gxaKlgoejiB231TSFJaGxlQ2V9og6yO5KYtIkJi9cg5IWgjhtM50nCmOLaQYjKlq+ZbMqLaKqaPRpY2OotGaSj8Nn0m13QuGzGGXs7rrrdLtd2q02wrfQWaOJVczAFzOVUhSFu+Zef8AoF2x4jPzK9g4TJNt+QZ/vdtkb9VnzHPftzVs8cs71I7zmG3C+lXg75nYcxVy8eQeADz6xyOJSygPnHKvq/FevY3zmfP3OHb7vB/4mr33u9wA4fmydI2vr1F42tb+zw7gYsjDnTpuduTlG+47xUhc1ed5nzZ9Sq6oCOxU563bnw/wRxtkhNt8TUqCUCg09QgiUEpjmtKltEJgSSjGZZCG7F0oiBeGEOxmN2ezvUTaTbE7hte2wpk1e1wx9ZmmkYTwehusa4zRYGp2S9IDv5+JSD6MNEy/W1/QXVGXD+a7CmJSKXVOVLyaXpeuEDb4ZQqBLQ9TozuuprK2KYoq8CMV/KSRVVYWFvSgKkIKhr8nlRc6O7zKNhTvbNj87Ho9pJympf3+ugOo1Y8qSvDRs+d998cJXefDUHF962csDE3nbwgOLdqPHJAWhqPRNxjfE0IUQJ4C/B3zIWvs+3AHjh4CfAf5na+3DwB7wN97SCGYxi3sUs7k9i3dbvFkMPQLaQogK6AC3gb8A/LD//i8BPwX80z/tRaSSDUOO+U6X/eGIHW/wu7u1w/uffC8AN29fZ1yXXLns9E5OrC7x2CMPgt/9BqMKGUcMPeb+xKNPsOXVB43Q7O3tES83hgklC7JL3eg6RJFzmQfKUhKrmMIfqZIswaiaqrGfmutSqpxi4rvMoigYwhpjsYigLGelQJuyQXOIfRtzgytra+h2HPXQ6pJIJsRBKdCZZaWNxV4c+Qp6o6B4t7NLc8QEZ2hhrQk/28AnAHVdYq0OmUttDcrUQeEOjHOR0Y0Eqwz1gli1MKZGWt8FmJVEUTS1r6sN4+GQ4Y7LyvPMwUTgVkV3XPR83XGBREy5zFawuesyoJ28ZGN3wm7urrNd1PTHE4xnEuhKYSdjknn32o898Sgvv+xOcubtQQu/5bmtlCD1GeVwPGGtu8xo9zYAp48uc+my7x42NT//T/5X3v/EewDYvXCJzsocSezeyOLCEpP+kMrr6Qx2hxxb9jZ+i13KrAisiV6vR5FX4bSZ5/lUNyRS1LVBRB4XR1FXBh03krgKa0RQcnSnTO+6UxQIMe08bk6rB920AJRnidTaTI1nIoUVjhrcxMJKl8qf8qqiotuZwpBxkiD98zEejbHW0vbMFItFCsnEU5fTNA3jlcpgqUg9PUjKxJ86pvLAUilswzWPo2BHVxtNlMQHZCjc6zcqj0m7hVKKnR2vMlpUjksL7lSsTYDQ2kmKMa5GB05PZ+jptrmGveGQZ19y9oNfvXqH95o5Hj7mxvjiRoUykYNqASF0eH6MNmE832x8wwXdWntTCPGzwDUgA34TeBbYt9Y2RMkbwIlv9FraGEpPSzK1Zn5hiX3fUHJkdZnf/ePPAvCf/OCnufDcVzh7zBW/TFWSFSPOnHTFls+/eJmO7iH8Dbhy8zpPf8A19Fy+/BplWTFquOPCCRsFmVulmPea5UVSUJdFcEcX0mBsHTQZqjJHUxHHDYxipnKeUqCkDMWjJGkTxTKI+pS6JpGKuW5D6SIUrZRy2FmjSR2nEhnJadt9XYMQ4ZiYtJKgZVHnBTYvsb5JR9SWKI2JPOaHjEk87KNxi/rUVcnbfIlmM1CADeMSQmD9BJPCjbOy7v0kUURVlAHjHI1GlINREE8yooamsCZTsFFoZJEipdSGUeXGcXNrm+2x+952VjLMC3a9YNiwsuz3M86dczo+N69f4Tuefh9zHrcc7mT0PfV17cg68NYLo2/X3LZYznlO98VrN3nfow+w6qWQjRHseqpaltcgBc8+8ywAZ04d5/yrlznj60oLrRQz2D+wOVdY/747nRbUNmyK1hha7TYNdlDXJcrLF9d1jUrSIHGBtbTbrbB49Xo9hBQhKTDGBJkGKwRxfKCOpN2m3+yeQgiqqsY0cBoa2RSSECRJFHBhx1+vAwkhaSfEcUTSNPwYE/TdVRwzmUzQZmoNV9QViW/Rb54N94tuM6o9tBOJiFTFyKgp6JQoGWPEdFFsMHThvX6b71i8sF5D3a0qJpPJdMHPMprEREqJFDLoDOV5jhHTTUFrS99Tdbf293n9ylUub7m5entUMfxqxpl1tx6spyP2J9rBtjiXr8rDz4vdFpN93lK8GchlCfg08ABwHJgDvvcNfvQNtxQhxN8SQjwjhHimfAuWSrOYxTsV38rcPjivR9m9N9mYxSzgzUEufxG4bK3dAhBC/Brw7cCiECLymcxJ4A27PKy1vwD8AkCvFdumAGmsJJ/s04oa+VnotF3h67d/8494+rGzHPONRK+89BL9/oizD7hEaWNnyKXbfVqeUqd6ile/6uhAx46vMd4fMPSqdMLCfG+e3LfvxipiaN0RSQmJlZLEH/OSTpvkQCZjtQ7OR/69EKmGKeCLKaKBbwqSVJH4Y6A2roVXe3qXFYLIN0JEUrriShDuMVimwj5WG5JWjGjcxqUKsJAS0hVCG6GiOEIqEfTwVaSo/DFV1xUChfWwkIoT4kihTUOtKnHukA3TIMJqbyBtLbbSRI3PqYJaGApPJ6zzEfs7u02/FiJSdLyLktWWoiwovMt8Vhm290dsbTt4ZmdScWvsO/GEYmt7n7E/uWkl6cwpNm47WOWJR8/SlnDTi55NaoIpyldevcK3GG95bh+c1w+fWrUNtHbrxh2+6zs+wmDHsXLyIuPEEdc1entrG2skPW+svXVjg5XFDo+ec41ENZbxfp+5efccDLZvcuqo+55st2lZGRpg8izHAq3E0xarKghoRXGEZJqtGWNQURQE3Zw7fRTmgQTXfIerVwpkgBKllMHYAfBqiVAdKNqFYquXh20My+ModsV16SGW2BdB/ecXxTJkwkU+ppWkdxES5ufaU1cvIUInqMESR9FUytqNODC9nFLhVAzPWhsgF6Odk1HhC8iRiqjN1MB9OBpS1zXDoYOC69qE04iuq9CYBA7+zCYVE59ZD7Ix1zZccXx/b8Dm/ogbe35e24h+rrly273u4nxMXlWUnvFjSk3sT79rC102vBTyNxtvZkG/BnxUCNHBHUs/CTwD/B7wl3FsgB8B/u03eiEhRFgAsSUiiTi17ib7JBuH40elDYPhmPHAnTvW11YQyrDt5TJXVlrcvLNH5Y+m/b0+ba8Ds7nVJ1KaVa/nPBmOEFIEbQqbWGzWHB/dhG0q/OlcG2UIE6WKoK5A134RVwQ8sDHEbfDosiywlmA5FROhjGbKa4wC9qY8Vi0C6RtanQ6xn3TpXBsrbejaNMZMN4Mooiyy4NBkqLAHLN3qehT0m2td0e7EJMo99HmWU5fWaToDCItQiuY0W9WToEcd6xhTNQs+lKagLDPsyL3/4fYIYwmbjkpiMq/hUZea3NSUfqL3+zn9XHN14Nv3x5q+3xj2J0OEtSx5WQArwdaWs0fcopYKw3CckfgOyd3dAXd56H1r8fbMbSFZP+HYJ4/uHOOLn3+WtXU3/vc+/AAvv+r2g06i2O1PguvV/EKHBx98hMIf4S++/BrnHn4otNovLy5y6cpFAI50F1lYXsQ2dm9SMRqNQpt90kopfFepihS6ni7wSeLMv3sL7h4rjzdHPqEohQ7PR6vVwlpBXk4X1jzP78LU0zQNi1oUqfBvqZ0eUu27P7VSdFpzjH2nZZZldLtdlJ4mSU1NIEkUWtehS1v6OT2lENvALhHCJWqVh1zSNMWg6XgDZqlcslUd0GsRfoxlWYbNCSCrCrfgH1yks2xK1z2geiiVxB6gcGZ5zf54TN/j5ts7W5hGFVTXbI5KMp/QRRisVAxqL32yX7PWiWhI7LuTnLUVl8A+cOoEL129zVuJN4Ohf0EI8X/i6Fs18BVcZvIbwK8IIX7af+0Xv9FrCSECjzuJLWJUcLNymdewGrO86EX1hyW3Nvd54jEnh1nl+5RZyfyy04Z+7MhZTKF59hXH9R1oi91yi/+xpS4yVfQ9nU5ISZqm5JXLykujp+LK1mLqmk7htDXSskYkMdKfIhJryQ+IJ9W1CVKgCt8oVTWSvxZqg7KNFrQGlaI8H16bMuCBNnHF2yZjioSkKCaBkzvn9S4aL0NT14HGZEvtJ7MfRww2qmlSNyfTacPr6hqy2lMNhSGSU8s2bSRKEJof4jgKYv1VVSKkpvbXEVXFpN+n9BLHVlhanRaqsf3Ki2DmMc5y+qMxee4ewKv7JdeGQ65vuc96PM5Y8lrVvc4cxWhENnAZ7ZEjqyystEhTr48eS3Jt2fDGKHPdVWyTe3pN+Lcab9fcFsIG3vK5R8/x5edf5pGlcwDs3r5Nd85T4qoek0lB6jfqurJ88U++xH/54z8KwHBvnxtXrrK27p6D3tI8kzsu42u1jjIcDmktuWdgsLGNsEybwkwSXO7zfIJENFImxLFbgJvsVyXp3QukNWH84Ba9JGn+bx0m7zehubk5h303ngJShGQijmOqStP1mXHze3Gy4H/WLdKxr/+UZRkE6qJIUdZ1eCastWhjphTcAydliSCSirQx+/C6Kc3pxRhDnCRhs9BaB1HApqW+OYVHqTs1NPexqmsmkzxsJFEUTxMvYJIVISPvD8fsjQZB2hldU/nN+M5exma/QHmZDROu7ZPWWrI9gSR21z26vsDJdVdLSac15W863hTLxVr7k8BPfs2XLwEfeeuXnsUs7n3M5vYs3k1xuK3/1tJq+927rImVYdm385JLTOnxsiRmOBnzlfPuuHlmeYHeXJvE73Z7u7s88p6zvHrFURV3x5qJF9zf3B9zZLmL8DieMIa9/UHowmwrFcBFUxkkEuOPiKYoUEKSpNPsJI5bJJ6GlWUZtd+dpXTuJd1kObw3pA3t/cYYRF0hPfNDRUnAGrWpEYLQVapxuF/iaYtlWTon9tDcoUKGhLFExgY2gDGGuppaXel6enxUUmHlAfMLlbhOOdlQEz2zpWFKVCV1MJCusP61AepRH1tUgVLX6aWURU3us5PxOGNr5N7P7t6Qfm655iGYK5vb7G7vBLhtZWk5ZITDfp+PfehJul4o6oWXXmB+fo3+voPX0mieTqeFkkN/74rA4rlfIo6TkFnOryzy/iceDWJxJhacOO4yr8lok/WVBXb33PdarZi6tPyLX/wlAD71fd9NUebsD1ztYWm5y3zLQRDjyYBsOIbMO2Qt9MizPHzWdVUGZT8lBUWlqbwMdNpq02u37yrtCiGCimASTTFya60zdWg6KA90EQMoVYf6kfv/tGEJXLbeYNltb/CQeqek8XhMXU8ZJUmS3CVmNTeXhnGkaYpSKlzHyc82sFBKXWvXHu/HcJBqKaV0tL9G4iPPg8ZtXTvnrAaPn0wczDjysMn+oO/kMQ7QNBsIzGXndXBZGgwGoA3GNA5hmr4/we6MCiorabQ0BIKp9iIgnJNT5Odyr9fl2EkHP1f5N+9U1MThOhZhQ/dWpDVHlhbZ9N2FJ46u0x86etfW7V0eOPMQlWeOXbq+zbkz67TnPNVte8iqzfnJ/+5vAvDf/tTPseMfgrLqUGvN6lKDF1qy0bj5bBHz0PEyolprJqNJ0GtO2glpZy48JEK4wmYjl3lQTQ2gQ4fYUx7DIuqPhnmWu397uld9QJVNyhRdFrTb7XBfHJ/VTaqWf80GcqnrOji4R0mKjOOp43mtUYpAH1SiCkJt2hjSdif4c+bFgKQ9LTRZYdFVjfQTsi5KRN3wjmuMrVH+oR9PKqfF0ghVFoZxVrC75xba7f2cnYnX+8gzru3sUY78Q19bjq6ukvqj9oMPnKTymjet1jG++OUXeM85B1GcOnqEO7du88BxN7nHheXq5ZteTAb29vf4+Ec/CsALr9/kfgiL5fgpN95XXzrPwsICWgz8d9tUPtk4e+4Io3FNlDqq5erKUTa3Nrh12+Glv/07n+fs2WPcvOQSmZWl91N5zGF/4xbz84tBNXR1dRVqQ+WLyVtbWyzOO2gD3xnZFCMnkwFxLJG4zcGmyRSmoOkc9XRVK6ltha59LcgvrHFQFBRf8//ort4Haw0tj4M3ME8D08VSIaSd2rKpqUWbWzh1mOdZnmGspT3XqEvKsKnouiZJp/LAUrrvNZTOqqqcDK+fu05s1W98xlJXFeYAv34wmrb3xyqhtlOqZV7m5E29J8vJsyIQFGJjyOoS45+Zoi7ZGPjPK7d33RcpFNpWweGrN9dG2op5/56eeOQRysLVGvb3R7zVONQFPYlj8B9ukiRcv7PJ+prLcPujPU4ccxoX3V6Py7dvcPq0w9A3BlvsDAfMr7iJgtJsbky4dcM90D/61/4Sv/Kv/wCAO5t7jDJLK3XZ4lxLUmJJ/EKcDzOszzrn5jroNMFUjeCWocomNIaJBkm7txAq5FEcQWMAgSBqTU1t3WI/bcwR0sl5KqZGFA2nOIlj5AF7Kiksk0k2zcKxCEnI9tvtdsA7lRJEiSL1Ghd5lmGsQHtzCZkmdDy+WZYlVVWQ+6JUp9NDRS2E9pX3ssCWdWhXVjKiFr5tG0M5yin95M1GE6wVZN5QIpto9volW7sua7o1zrnkce7SKExhmWv0t+e7JEpw+rSTEn755UsMJ+5nW705zp06SewXrt7SIvujEfNes72/sY+NIrRnJSx02lz3hcL7Jfb29km9mcS5xx/i1tXbnDru3utrF151dRsANFLneEVYbly+SBRFnPTt/LYq0JVhacUxW7LxmNKztXpL81S5ZnfDbaBlcQVhq8CUqrRh4O3cup2OPwFNdciT5IA+S+UEqu5mvTTccIhla1okrGqSOA3yEJFKKXUZzKqLIkf495fGCZGZ/i5CEqs0lKyyLCfttA4kTDKMqfm7adyL49gJkPlxHWzPj6MYracetf/Oa/giZ1PQrHWNiKayB1IqCi8KluU5ZVky9icqJZ0YV954nVZ6qm9UVkTWBJaVRlNXZdDQGU40Q/+8CC2IRBT0WCwGJWRgACkVoaTg4Yddv0VeDINMd7OpvZW4v86us5jFLGYxi7cch+5YdOaU45Jv39nisYcf4XnvrvORpx6C3GUYR+bnGI1T2rG3b2un3Lq1S+376h996DSmzPnjz30RgJPHjvDpTzohsn/563/IZKLZ9Oar3U5CzRw9j90bUYE3paAskFKErsusKImKiHbq+eAI8tEQ1WrKzlOGTJqm1CYk8wgpqCuLR5TodXskcRzagiMTEcde5TEf0VIJlbfY63RSklSFin7kGQpx2gj26wALGY8VBtpYHBNFCl1P2QHNGDvdBawu0Y1SnjSYaoL21EuT51htQvaVj8ZBEK0uM3RVk/mMo64Ee/0ho9xd9+b2gO0Mbuw4rHswGdHz1MLEWE4uH2FpxcFemYHf/v3PseXNuOtywAfe/yQAVy+8zvraahBlunTtJk8+8SivXXKyw5u7I+rKgLfvW11ev8st536IXq/H57/guj8/+d0fQynB7ZuOtfPIow9x/vx5wEF83cUkMDbKuiaJpgJVkpj9rR16/mRTFh3mut7lKSuIk5j1446ee/P6bTqtDlFwp4+DI1F/OKQHzPnvWWXIsnHAumtdEsedqbyCdri0C+s47Y0hhEqx0VSGotYFVmts7QW2Wu3QYm+sJVaKwrt4CSEoy4KWF8rrdDqoSFE2phZRHDDyhu9e1c3JoGHhNCfTGOOt+4SQwVyiua93hRCUxVRO2FqBaSQSsoyqLsl8LSzLMyZZEQTUirqmLGsm3u6urg2UPusEQwr3AAAXDUlEQVQ2GtT0NFOWJdia0cS9n91JydgbRms0BNIvKKGQ0jLv3aomWc4H3/MgXtGCsizR/nSyM+jzVuNQF/Sy0lzyeOFqL0UmNR/+tg8C8KUvfom/+O1PAa7F/mMfepwLV91DvbbaQy8ssrHhiqA3Wy0ePHeSVqMnURYsLrvJ+v3f8zF+/hd/LVClVldX6Y+zAG/MJUmATSIEWVkGal6vO4cQBu03DiVa6LIMkrFxq430i3uZZ0ipEGrqvBMn04JPUVRUZe2ogDiMsNZ+ITWG2tahqFPXNXmeBSybdkI9GWNKBzF1unOMvTNNkqZURYHyD2er3ULXU2eUVqsVFvSizIikZuI3ylaSUFU1qlGhQ4PVVB4jFHURbPHKYkKRV4w9Rj7JNZs7Q24M3HUubY+ptUZ7OGp5cYm59tSH8ebWFs95LR5roTuX8sTjztXn+pWLDPbdhiuVwz+HXgLixOoqxTij9A9GaSoiJVlecNBcLd7gAb7n4WoEAJ/9/Is8/aH3su7n0J0bm5zwSUxVa25eu0XbEwFOnVple3NExxcNlXUP9u6m2wxu3bnJp77vkwDcvn4FnWe0ksbGT2OArJzqDA28QmVZG2SehcLeWqdNnmWkHq9N0zba5OCVT61SAUMW0sEgummVNwarwXj6rZKSOHKeuAC2NmHRstapEzY9E8YYoigOczOKIoqiDNIAxhhSzx1PksQ18zT4jFBIEaPNVORSiYNJi71LZyb0tzCl9B7kmzc/WxRu8W7gqSybkOdVKGxmVUleVig/xaypQnMdSiCUIg+LfU1RanKfME2KkrJqtJvwhdrm3tRIAcaTJB48eYT11fngjGSMJm75DXh/l7cah7qgp2lMx3eGbm7u8uCpM1y57CzoHn34HJ/9gsvWP/mJJ4lMzrxyb/7Mwyd54fwGa56n2Vvo8vxLF/gLn/g2AG5eu8hrrzqt9Efee46f/ckf46f/x38OwMUbtxDC0orcQ1VmY5a9oXSJawxqZET7/T61Tul5z1ElJQgRcMrJeEzk2SVxuwXWUBVD/7Mx7blukPS0tnZSnZ6nHhVgPOc2bSVExNQ+U9bakud5KIaWNaRpKwj0FFU1LR5JeZccaDYcgVI0Pnp5kQcmDiqibimkf+SqrKDSJfhsvipK0AW6ajpLdShkjkdD+v0RO0N3b87fGrA5yuh75spqr0eSSq7ddvrOURTx1StXABhkOSJSQWvjo0+9l1qX3L7uuj9bcYfMy/CeOH6M27dvc2fTbfSPPPwAm/tDirLRkU9YXV0J7//2nTvUb5Mq19sVWhvmF512y2A45IXnXuEj3+700TvdDv1tt3mNMgtG0m+6AM2IKB5jvTJ+a2GBpIgxnv00n7Z5+fnnAShNTnduid09l+SsHllgbzfj9k2X5CwtLgYNImsFo0kRMthuntNKJdpnv6WoaHeSYHRS6Yq4MVjGYo2eCripGGFlwIKV8FriYlqUtwf0yXVVhbpLYLD4+yStY49YmrlaIHzCMxwO7+rCjJKU4WAUGE1KqYAxKyWwaOLIbQb9fh8pp8YVBqeN3pyO3T1x87iqakajnIFPYqpKk5dlmKtWaxKjA6e/00oPFDctZVEFPfZca7IS9vrutQbjgrrpurba3U3/GaRJxPxCGhoPHzi2RjftMKibRkVD6XtlTjxwGl6+zluJGYY+i1nMYhbvkjjUDD3P88BkOT8cc+32NusrTqXu7JkjzHm1tC88+wp/7+/+MOPMZTZXL13h+LF1Nm65zMbWmnYkee6FFwH48EeeJhs7mtjtW1s8/bFj/Kt/+bMA/IMf/2mu7hdc77vXWmx3WPJ6LJWx1EbjoW3Gw7HjvtbuOksLHhLxXdBRFDWeyRgNUSSDXIGuNGND6AxF1pTVlJNrhCD1JhumrogkCN/2W+Q5SwvLoZstjlKEiKj8aUAZE7Q2DFBrHazf6qpAChH0JuI4ChStWGgkrYAHJkoRxxFZ5vDq2MbUVc2o36jWafZ2Hftkd1RxaSvjwg2XAdZGIqSl7bVqtvp7VHWF9IYfRa2DpECnBSeOrjLnIbG01aa/NaLwmafRYx48405Md7Z2MBo+7CVl43aXS5dfY2vosPlPfPgjZHnJTZ/Bz8+3KO4zxEUpyea2oyIeO3mC4Tjjd37rtwD4xHd9nKUTnp66sUEcrdDyLIZNCUelYW/LZWajwZCWioOJ8jjPGHr1vqXlOXZ3Nznu2TOj/RFKCR5+xNE9L7x6ichTO9fWF6lqzYZXeWx3usRxTN5AH8ZgsbQ67qSqLBSe+RS3Wg7n9tBbp+Oy5spnkrquaPjmALFQQZ45z3NnHiGa+6JCTwW4Pg6V3A3BGJ/NS+m45FUxxbrjKCL3VN7ReMzigmMSVdpSlnXIfquqIk6cCqR7rYTJZHRADqOk8Cfn4ThnOByy5yE+W2skdVDoAOMMb/zJIZIK3/zNcDwmy/MAk5SVZlJWAXIpK421DRsIjBVEjbkHmlarxfFlBx3OdVoUpqadNi5LbToLbi185cJby87hkC3ojq/M20+9zznbnzh9ltcuvkrL27+dPbrG3rZrDV9fWSArJnz4I65w1l3u8ZUXX2XVexWORiWj4RjtdRGuX7/O6bNugVhfWyKfDHjfB5yrzeLyEr/+K7/B7/6Jg3aGZULksar1lUXmIsERrwMjsoJeq8W8h2TSVkSapoFG5NqWmyYKiYoUMvG4V14hZUTbuyrp2tEOjdc6aacJfu0jiSK0tnfxaKt62uxA7VyIhD8SW5PTihphL2dpFns8NIlTR6v0hTYhJbVuFnAne1r6h8L4pqPSeInfvCRSisxTSQd7GZe8j+uNzQGT2rLn4YGiMmhT0YncZtjpdShqHcSFxllGxxdxe62Eud4SL1284t5fLOnNpY26LqePHgneka+89joPnD1Fad0Dd+HqLebn11jsuHlx7dp1er1ukEZ98OQxfvV3vszXi3thQffQmXX7v/zkXwUgG/c5c/Ysd647Su31G3d45Ak3F0+eXCPf6zMZN/0FmheeexHti+NXL19ncW4huMrrqg7zrbeSkpUTWt4By0jF6vI6G7fcM2O0ZOgdocqiII6mFNr5boeHHjyL8mSAbrfrLOy8T2sUJaFtPk3blHqqma98U1sDFZRl6WiO/heEkEGT3TWp2YBdh2alBnTx+PxBe7smnBSBCq8lpfSuSw01cdpkJHBid40OO1JQFjkyauzkBEUxhVsqo9ncconKpCgZDvuoRqsFgxAyPF8Y8+80KVX+Z4u6ZDie0PfCcpOiYKs/4dqOu+/9rKZssHfpGolMsB9c45Ezxzjiadqb21ssLLZZW3Vrz+//8Rdoez2jz37pAm8Qb8qCbga5zGIWs5jFuyQOF3IpSnqLbkca7W/x/scf58vPvQrApfoOJ0647H2Y7aMEXHnNHbNV6yaPPHKaG36XTefbnDj9ENd8Ee5c6xi7O14RXmg6vS6/+Ruu0ejsg+t8/1/5jzh19hkANvfg88+6Aurm7oBdUeO5/qz0euwMx+T+6LayPI+SKnSgxSoi9xQmKSwybSGrxnxWoEXBZMcfXa0gqm2QtS07SZAQ0ElCLapAX4tki6yYEPusR9aWKIkpfOGQqqbwXX/7eUYaxXQ7LrvatX3mel10Pm1wamQOjK2dGYGne+W5Y/vkTQddUTDKcnaG7ucv3N5gZ+iu2d8fUGiL8ZnzwtwcC72VUACzAqqyJm1am1uK2ucHt/ZGTG7usOjF1oTSdOKUTs/LPmjNLd+EtLS0xOraOo+9730A3PzlX+XRE8d5/qUXAOgt9OgudFjsuaJjpzMVF7tfQinFvDcySdM2l1+7xsOPPgzA/PwyE6+X/qXPvsTTH30/3bZnEo3HfOCDT3HpdccGSlsddF5y64oT5EqTZOp4VSYoq9BlU8gs2dVb9BbcdctcMx55iqxSRFESnKh29wa8eP485046lpG1mqQ9h4yaz6MOPp+VMcRJGlRFi8I4yQ6f7de1K8gfPF0ezLidBEYjG2Bdt3XD9NCa6kCBHwiEBMu0LR8ccyXLirtUHhv1SG009YHTclE4Ny1/WGQ0GSCUYOKLooNxwdhDO8W4TwLBR9haiVLTTtlISi+L4OZ5Veog7pmXxV1QT5FPGJUVlW1ozvUBsTFBVSt6fr5225LjR1e4cME5GH3gg09we2ObP/oTBxu3Ogs8/vhjwNfN0N9UHC4PXUWBprS9u8sTx1f4eOKchv7o88+wP3AfQKwSlhe7nHzMfe8z/+bfML+yxsn14wCcPHuGy7dusXr6LAAdKUP3YH93zO5wwkc//p0A/MnnnuH65f+Pb/uws7d76gMnsIVbTM5f0kzqiFtbHn/vTzi11qUpahflLovzLRa87Ggso6AumKQJUVEGelcURRglgqZ5UZRoC8p4KCSvsZ6vqpMaYhX0Ziqc/EAje6urCjFRVL5DLVLRFK6J3YO633fQSNJOmIxHGK89LpUKbIZ2pwOiIvcULaUixmXJaNcdEW8PxxRG0pBi9gYjdrwUQ21hfXmZtdVGSyRjYXGZ3T33/ZubW+RVReIhs71RycRrbayuLlFWmka6UQmFqSuWlx1GePXa9SADcOToMmceOMNP/8zPAfDEow+ztb9Bd8UdTRMVERnJR97/BOC42/An3G+Rey2QNGkxv7LArQ2XjBxdXyfx7fndzgl+97f/gKc/+GHALbytuTYPeRx8884Wd25tsOq55nl/wtKyT3KGO0gVMfado87MvKbl52ptSoSXypjvzZEkKXv+s0yihLq0XLzmsNkTR9dolUWg60ZRRKftNkytNcUkp7ZTDRdjNEUjDYDDzHVoq7d3LbROV2XaJ2C0mZpVC4G1+i7u+UH986KowmIZxzFZloXfTZKE/b5/P2mENobhuAG+FUJoCt3QB3OyrKCsG+3+zBkUAAnSw5X+OpGirnRwTrLWBvcm954qMs+4yjNNbVTgsOdlwjDLyRtoyRiEaiwpLStLXR57wHX9rq7OMxwMOHnWdYZevHSTja0dFn2vxo2bdxh+Cy3/TRwqhi4O6lD6+Nvf73joayuLXLroaG2njy7THxQcOeKtuXrzfOnZZ/jEd7oH4cTpNZaPnGKYuRu7t3mDEyfcYvHqiy9S5iXDkfswH33sMb74xfPB+q4uc/7ujznP3y/87v/L1a2c3/x9h8muLK4SR06wB2Bhfp5YKRZ9MbPdjmj5omCSJCRpGnjnpqqJkwjltS+tAPJpu7KMFFI3hhUuw2myApe5myntyhjXhHQgO2mKUrHn+DbiVsYY0laCaWhXVmPrZqJLrNFkeSMuVJNpGPufLStNUVru+EIoRpA0vobUrK+thgcsK0qu39kk9689LgqMkAFj73UX0P5BaLWcL+OGL2Q+9dRT7G/eZuyLsQ89+hC1cZv3F774Ff7qD//n/Pr//Xvu/cUKrU3gZu8P+ix1U7R/OE+deoB//pnf4+vFvcDQ32heN7G61A2fo5SSX/7H/wU3Pe4dt+ZYO7JM7GUcbK2Jkbz4vKPvZsMxPS93vLO3h0okhae2WeuazyIvtLawuszIi36Z2umljEbus2ks5Zpa0GCYsbSyTNvz0FdWl0K2myZtQAR8u5G8beabtXc3timlDuiUC+dD68dkjEEYS2WaxjaBOmB9lxd5oDRWlWv4k2rqbVoUZWgiM1aH5iata4ii0KBUlRqhJGNf/C/KGmWKQOVFTjNwU2uSKA69GOIAzt2M2RgTePllUZP7TWeU5RQGNjwasDeu2RiXjBpPVRmHjaEoMx4+dZwTR52sQxIJ4lbK9RvumRgVNb3FRa5duQrA/jCn4+txFzff0H9uhqHPYhazmMWfp7jnGfqf1fjb3/EkaUvR8hl5RylaKqb2OYdIIhLh2AcAIo6CuUcsuSvLMbVGSknLZ0Faa8wBBbwkiYk8OpYmCqmcfRzgTDoqjdLevLkqaDCj0homVjvlOVy2VVcV0ssQj7MxWVUEs4lW0uaVr7qaxpnTZ9ifZAw8DNYfZ0wOmOtmdQ1SIkzDdhABjhrmYxAiqElKanrtFnuegvdtH/oYf/C5PwTgv/+H/zX/wz/6eSbe1LvVbrO4uMitW87l5yMfepKXX/oKTz3lkpPPPfsSz/8pKov3W4b+Zy2+68mH0FqHz/Lv/MB3o+J4agghJXHcChm80Zo4arJ3SxzHoW7kTJVFUPcsq9Jn8E03dXGXwFaWlweMJSLqup4yYZQKTXvOkagOxixFUaB1ReIbq9AaaQjCeVKKcM0oisBOzWUaKKa5jhKKcVEEM/hxNmHsqZR1LdkZDdnzdabNMWTaUDawkZzKXAtr+NATj7Ky4KCsKzevMz8/z8aGt2EcDJFKcv2ma8z763/9B/n8Zx2U+NnnL7/RR/OmMvTDXtC3gDHfilX72xOr98EYYDaOr41vdRxnrLVrb9dg3mzcR/Ma3j2f5dsV75ZxvKm5fagLOoAQ4pk3s9O828cwG8f9O463EvfL2Gfj+PM9jhmGPotZzGIW75KYLeizmMUsZvEuiXuxoP/CPbjm18b9MAaYjeNr434Zx1uJ+2Xss3HcHX+uxnHoGPosZjGLWczinYkZ5DKLWcxiFu+SOLQFXQjxHwohXhVCvC6E+IlDvO4pIcTvCSHOCyFeFkL8uP/6TwkhbgohnvN/PnUIY7kihHjRX+8Z/7VlIcRvCSEu+L+X3uExPHrgPT8nhBgIIf7+YdwPIcQ/E0JsCiFeOvC1N3z/wsXP+fnyghDi6bd7PG9X3Iu5fT/Na3/dezq37+W89te/P+a2tfYd/wMo4CLwIJAAzwOPH9K1jwFP+3/3gNeAx4GfAv6bwxjDgbFcAVa/5mv/CPgJ/++fAH7mEMejgDvAmcO4H8B3Ak8DL32j9w98Cvh/cGqpHwW+cJif1Td5Dw99bt9P89qP4b6Z24c9r/0174u5fVgZ+keA1621l6y1JfArwKcP48LW2tvW2i/7fw+B88CJw7j2m4xPA7/k//1LwH98iNf+JHDRWnv1MC5mrf1D4GsNE7/e+/808L9bF58HFoUQxw5jnN9k3JO5/WdgXsO9m9uHOq/h/pnbh7WgnwAO2nDc4B5MPiHEWeADwBf8l/6OP/L8s3ca6vBhgd8UQjwrhPhb/mtHrLW3wT2kwPohjKOJHwJ++cD/D/t+wNd///fFnHkTcc/HeR/Ma7i/5vb9MK/hHsztw1rQ30hf41DpNUKILvB/AX/fWjsA/ilwDngKuA3840MYxndYa58Gvhf4MSHEdx7CNd8whBAJ8APAr/ov3Yv78afFPZ8zbzLu6Tjvk3kN98nc/jMwr+EdnDOHtaDfAE4d+P9J4NYhXRshRIyb9P+HtfbXAKy1G9ZabZ0m5/+GOzq/o2GtveX/3gT+tb/mRnPc8n9vvtPj8PG9wJettRt+TId+P3x8vfd/T+fMNxH3bJz3y7z2171f5vb9Mq/hHsztw1rQvwQ8LIR4wO+gPwR85jAuLIQQwC8C5621/9OBrx/ErP4S8NLX/u7bPI45IUSv+TfwH/hrfgb4Ef9jPwL823dyHAfiP+XAsfSw78eB+Hrv/zPAX/OMgI8C/eb4ep/FPZnb98u89te8n+b2/TKv4V7M7Xe6+nug4vspXCX+IvAPD/G6H8cdZ14AnvN/PgX8C+BF//XPAMfe4XE8iGNAPA+83NwDYAX4HeCC/3v5EO5JB9gBFg587R2/H7gH7TZQ4bKUv/H13j/uWPpP/Hx5EfjQYc2Zt/C+Dn1u3y/z2o/lvpjb92pe++vcF3N71ik6i1nMYhbvkph1is5iFrOYxbskZgv6LGYxi1m8S2K2oM9iFrOYxbskZgv6LGYxi1m8S2K2oM9iFrOYxbskZgv6LGYxi1m8S2K2oM9iFrOYxbskZgv6LGYxi1m8S+L/B+kQU8n4VH9JAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(8.461076, 0.8440226, 0.35618704557418823)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"deepface/tests/dataset/img54.jpg\", \"deepface/tests/dataset/img3.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(6.70001, 0.7665266, 0.2937815189361572)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"deepface/tests/dataset/img42.jpg\", \"deepface/tests/dataset/img45.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(9.932768, 0.8279068, 0.3427148461341858)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"deepface/tests/dataset/img9.jpg\", \"deepface/tests/dataset/img49.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## False positives"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(8.232154, 0.7918342, 0.31350070238113403)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"deepface/tests/dataset/img1.jpg\", \"deepface/tests/dataset/img3.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(7.3615932, 0.8704549, 0.37884581089019775)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"deepface/tests/dataset/img1.jpg\", \"deepface/tests/dataset/img45.jpg\", show = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(5.359951, 0.79654187, 0.3172394633293152)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "verify(\"deepface/tests/dataset/img45.jpg\", \"deepface/tests/dataset/img49.jpg\", show = True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
